Lab 1: Classification

Author: Mahesh Mitikiri

In [ ]:
# Libraries

import pandas as pd
import numpy as np
import random
from sklearn.model_selection import train_test_split
from sklearn import tree
from sklearn.tree import DecisionTreeClassifier
from IPython.display import SVG
from graphviz import Source
from IPython.display import display
from sklearn.metrics import confusion_matrix
from sklearn.metrics import accuracy_score
from sklearn.ensemble import RandomForestClassifier
import matplotlib.pyplot as plt
from sklearn.tree import export_graphviz
import graphviz
from sklearn.metrics import mean_squared_error
import warnings
from math import sqrt

Method 1: Tree-based classification

In [48]:
input_file = r'C:\Users\mitikirim\Documents\Py\credit.csv'
credit = pd.read_csv(input_file)
credit.shape
Out[48]:
(1000, 21)
In [49]:
#Explore data
credit.head(4)
Out[49]:
Creditability Account Balance Duration of Credit (month) Payment Status of Previous Credit Purpose Credit Amount Value Savings/Stocks Length of current employment Instalment per cent Sex & Marital Status ... Duration in Current address Most valuable available asset Age (years) Concurrent Credits Type of apartment No of Credits at this Bank Occupation No of dependents Telephone Foreign Worker
0 1 1 18 4 2 1049 1 2 4 2 ... 4 2 21 3 1 1 3 1 1 1
1 1 1 9 4 0 2799 1 3 2 3 ... 2 1 36 3 1 2 3 2 1 1
2 1 2 12 2 9 841 2 4 2 2 ... 4 1 23 3 1 1 2 1 1 1
3 1 1 12 4 0 2122 1 3 3 3 ... 2 1 39 3 1 2 2 2 1 2

4 rows × 21 columns

In [50]:
# Target variable
target = credit['Creditability']
target.value_counts()
Out[50]:
1    700
0    300
Name: Creditability, dtype: int64
In [51]:
# Split: Method 1

random.seed(12345)
indx = random.sample(range(0, 1000), 1000)
credit_rand = credit.iloc[indx]
target_rand = target.iloc[indx]

credit_rand.head(5)
Out[51]:
Creditability Account Balance Duration of Credit (month) Payment Status of Previous Credit Purpose Credit Amount Value Savings/Stocks Length of current employment Instalment per cent Sex & Marital Status ... Duration in Current address Most valuable available asset Age (years) Concurrent Credits Type of apartment No of Credits at this Bank Occupation No of dependents Telephone Foreign Worker
426 1 2 39 3 6 11760 2 4 2 3 ... 3 4 32 3 1 1 3 1 2 1
750 1 2 36 3 0 2862 2 5 4 3 ... 3 4 30 3 3 1 3 1 1 1
10 1 1 11 4 0 3905 1 3 2 3 ... 2 1 36 3 1 2 3 2 1 1
839 0 4 12 2 0 1386 3 3 2 2 ... 2 2 26 3 2 1 3 1 1 1
845 0 2 27 4 3 2520 3 3 4 3 ... 2 2 23 3 2 2 2 1 1 1

5 rows × 21 columns

In [52]:
credit_rand.describe()
Out[52]:
Creditability Account Balance Duration of Credit (month) Payment Status of Previous Credit Purpose Credit Amount Value Savings/Stocks Length of current employment Instalment per cent Sex & Marital Status ... Duration in Current address Most valuable available asset Age (years) Concurrent Credits Type of apartment No of Credits at this Bank Occupation No of dependents Telephone Foreign Worker
count 1000.000000 1000.000000 1000.000000 1000.00000 1000.000000 1000.00000 1000.000000 1000.000000 1000.000000 1000.00000 ... 1000.000000 1000.000000 1000.00000 1000.000000 1000.000000 1000.000000 1000.000000 1000.000000 1000.000000 1000.000000
mean 0.700000 2.577000 20.903000 2.54500 2.828000 3271.24800 2.105000 3.384000 2.973000 2.68200 ... 2.845000 2.358000 35.54200 2.675000 1.928000 1.407000 2.904000 1.155000 1.404000 1.037000
std 0.458487 1.257638 12.058814 1.08312 2.744439 2822.75176 1.580023 1.208306 1.118715 0.70808 ... 1.103718 1.050209 11.35267 0.705601 0.530186 0.577654 0.653614 0.362086 0.490943 0.188856
min 0.000000 1.000000 4.000000 0.00000 0.000000 250.00000 1.000000 1.000000 1.000000 1.00000 ... 1.000000 1.000000 19.00000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000
25% 0.000000 1.000000 12.000000 2.00000 1.000000 1365.50000 1.000000 3.000000 2.000000 2.00000 ... 2.000000 1.000000 27.00000 3.000000 2.000000 1.000000 3.000000 1.000000 1.000000 1.000000
50% 1.000000 2.000000 18.000000 2.00000 2.000000 2319.50000 1.000000 3.000000 3.000000 3.00000 ... 3.000000 2.000000 33.00000 3.000000 2.000000 1.000000 3.000000 1.000000 1.000000 1.000000
75% 1.000000 4.000000 24.000000 4.00000 3.000000 3972.25000 3.000000 5.000000 4.000000 3.00000 ... 4.000000 3.000000 42.00000 3.000000 2.000000 2.000000 3.000000 1.000000 2.000000 1.000000
max 1.000000 4.000000 72.000000 4.00000 10.000000 18424.00000 5.000000 5.000000 4.000000 4.00000 ... 4.000000 4.000000 75.00000 3.000000 3.000000 4.000000 4.000000 2.000000 2.000000 2.000000

8 rows × 21 columns

In [53]:
credit_train = credit_rand.iloc[0:700]
credit_test = credit_rand.iloc[700:1000]
target_train = target_rand.iloc[0:700]
target_test = target_rand.iloc[700:1000]

target_train.value_counts()/700
Out[53]:
1    0.691429
0    0.308571
Name: Creditability, dtype: float64
In [54]:
target_test.value_counts()/300
Out[54]:
1    0.72
0    0.28
Name: Creditability, dtype: float64
In [55]:
# Split: Method 2
y = target
X = credit.drop(['Creditability'],axis=1)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30,
random_state=52)
In [56]:
# Design decision tree

model = tree.DecisionTreeClassifier()
model = model.fit(X_train, y_train)
graph = Source(tree.export_graphviz(model, out_file=None
, feature_names=X.columns, class_names=['default', 'no default']
, filled = True))
display(SVG(graph.pipe(format='svg')))
y_predict = model.predict(X_test)
Tree 0 Account Balance <= 2.5 gini = 0.427 samples = 700 value = [216, 484] class = no default 1 Duration of Credit (month) <= 11.5 gini = 0.495 samples = 382 value = [172, 210] class = no default 0->1 True 180 Credit Amount <= 9569.0 gini = 0.238 samples = 318 value = [44, 274] class = no default 0->180 False 2 Occupation <= 3.5 gini = 0.282 samples = 59 value = [10, 49] class = no default 1->2 19 Duration of Credit (month) <= 31.5 gini = 0.5 samples = 323 value = [162, 161] class = default 1->19 3 Age (years) <= 24.5 gini = 0.18 samples = 50 value = [5, 45] class = no default 2->3 12 Instalment per cent <= 2.5 gini = 0.494 samples = 9 value = [5, 4] class = default 2->12 4 Sex & Marital Status <= 2.5 gini = 0.5 samples = 8 value = [4, 4] class = default 3->4 9 Payment Status of Previous Credit <= 1.5 gini = 0.046 samples = 42 value = [1, 41] class = no default 3->9 5 Occupation <= 2.0 gini = 0.32 samples = 5 value = [4, 1] class = default 4->5 8 gini = 0.0 samples = 3 value = [0, 3] class = no default 4->8 6 gini = 0.0 samples = 1 value = [0, 1] class = no default 5->6 7 gini = 0.0 samples = 4 value = [4, 0] class = default 5->7 10 gini = 0.0 samples = 1 value = [1, 0] class = default 9->10 11 gini = 0.0 samples = 41 value = [0, 41] class = no default 9->11 13 gini = 0.0 samples = 4 value = [4, 0] class = default 12->13 14 Purpose <= 1.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 12->14 15 Credit Amount <= 1291.5 gini = 0.5 samples = 2 value = [1, 1] class = default 14->15 18 gini = 0.0 samples = 3 value = [0, 3] class = no default 14->18 16 gini = 0.0 samples = 1 value = [1, 0] class = default 15->16 17 gini = 0.0 samples = 1 value = [0, 1] class = no default 15->17 20 Purpose <= 0.5 gini = 0.494 samples = 249 value = [111, 138] class = no default 19->20 145 Length of current employment <= 1.5 gini = 0.428 samples = 74 value = [51, 23] class = default 19->145 21 Credit Amount <= 1392.0 gini = 0.474 samples = 70 value = [43, 27] class = default 20->21 50 Guarantors <= 2.5 gini = 0.471 samples = 179 value = [68, 111] class = no default 20->50 22 Age (years) <= 46.5 gini = 0.278 samples = 30 value = [25, 5] class = default 21->22 33 Guarantors <= 1.5 gini = 0.495 samples = 40 value = [18, 22] class = no default 21->33 23 Age (years) <= 22.5 gini = 0.142 samples = 26 value = [24, 2] class = default 22->23 30 Duration of Credit (month) <= 22.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 22->30 24 gini = 0.0 samples = 1 value = [0, 1] class = no default 23->24 25 Payment Status of Previous Credit <= 2.5 gini = 0.077 samples = 25 value = [24, 1] class = default 23->25 26 gini = 0.0 samples = 22 value = [22, 0] class = default 25->26 27 Credit Amount <= 1338.5 gini = 0.444 samples = 3 value = [2, 1] class = default 25->27 28 gini = 0.0 samples = 2 value = [2, 0] class = default 27->28 29 gini = 0.0 samples = 1 value = [0, 1] class = no default 27->29 31 gini = 0.0 samples = 3 value = [0, 3] class = no default 30->31 32 gini = 0.0 samples = 1 value = [1, 0] class = default 30->32 34 Payment Status of Previous Credit <= 1.5 gini = 0.457 samples = 34 value = [12, 22] class = no default 33->34 49 gini = 0.0 samples = 6 value = [6, 0] class = default 33->49 35 Duration of Credit (month) <= 22.5 gini = 0.278 samples = 6 value = [5, 1] class = default 34->35 38 Credit Amount <= 2545.0 gini = 0.375 samples = 28 value = [7, 21] class = no default 34->38 36 gini = 0.0 samples = 5 value = [5, 0] class = default 35->36 37 gini = 0.0 samples = 1 value = [0, 1] class = no default 35->37 39 gini = 0.0 samples = 10 value = [0, 10] class = no default 38->39 40 Credit Amount <= 2808.5 gini = 0.475 samples = 18 value = [7, 11] class = no default 38->40 41 gini = 0.0 samples = 3 value = [3, 0] class = default 40->41 42 Duration of Credit (month) <= 26.0 gini = 0.391 samples = 15 value = [4, 11] class = no default 40->42 43 Sex & Marital Status <= 2.5 gini = 0.26 samples = 13 value = [2, 11] class = no default 42->43 48 gini = 0.0 samples = 2 value = [2, 0] class = default 42->48 44 Account Balance <= 1.5 gini = 0.444 samples = 3 value = [2, 1] class = default 43->44 47 gini = 0.0 samples = 10 value = [0, 10] class = no default 43->47 45 gini = 0.0 samples = 2 value = [2, 0] class = default 44->45 46 gini = 0.0 samples = 1 value = [0, 1] class = no default 44->46 51 Value Savings/Stocks <= 2.5 gini = 0.485 samples = 162 value = [67, 95] class = no default 50->51 140 Most valuable available asset <= 2.5 gini = 0.111 samples = 17 value = [1, 16] class = no default 50->140 52 Purpose <= 1.5 gini = 0.498 samples = 121 value = [57, 64] class = no default 51->52 121 Age (years) <= 60.5 gini = 0.369 samples = 41 value = [10, 31] class = no default 51->121 53 Duration of Credit (month) <= 15.0 gini = 0.165 samples = 11 value = [1, 10] class = no default 52->53 58 Credit Amount <= 7619.5 gini = 0.5 samples = 110 value = [56, 54] class = default 52->58 54 Type of apartment <= 2.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 53->54 57 gini = 0.0 samples = 8 value = [0, 8] class = no default 53->57 55 gini = 0.0 samples = 2 value = [0, 2] class = no default 54->55 56 gini = 0.0 samples = 1 value = [1, 0] class = default 54->56 59 Purpose <= 7.0 gini = 0.5 samples = 105 value = [51, 54] class = no default 58->59 120 gini = 0.0 samples = 5 value = [5, 0] class = default 58->120 60 Credit Amount <= 3571.0 gini = 0.497 samples = 87 value = [47, 40] class = default 59->60 113 Duration in Current address <= 3.5 gini = 0.346 samples = 18 value = [4, 14] class = no default 59->113 61 Duration of Credit (month) <= 16.5 gini = 0.475 samples = 67 value = [41, 26] class = default 60->61 102 Payment Status of Previous Credit <= 1.5 gini = 0.42 samples = 20 value = [6, 14] class = no default 60->102 62 Telephone <= 1.5 gini = 0.497 samples = 28 value = [13, 15] class = no default 61->62 83 Length of current employment <= 4.5 gini = 0.405 samples = 39 value = [28, 11] class = default 61->83 63 Credit Amount <= 2412.0 gini = 0.497 samples = 24 value = [13, 11] class = default 62->63 82 gini = 0.0 samples = 4 value = [0, 4] class = no default 62->82 64 Payment Status of Previous Credit <= 2.5 gini = 0.472 samples = 21 value = [13, 8] class = default 63->64 81 gini = 0.0 samples = 3 value = [0, 3] class = no default 63->81 65 Foreign Worker <= 1.5 gini = 0.415 samples = 17 value = [12, 5] class = default 64->65 78 Credit Amount <= 1835.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 64->78 66 Length of current employment <= 4.5 gini = 0.375 samples = 16 value = [12, 4] class = default 65->66 77 gini = 0.0 samples = 1 value = [0, 1] class = no default 65->77 67 Duration in Current address <= 2.5 gini = 0.26 samples = 13 value = [11, 2] class = default 66->67 74 Duration in Current address <= 3.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 66->74 68 Most valuable available asset <= 1.5 gini = 0.444 samples = 6 value = [4, 2] class = default 67->68 73 gini = 0.0 samples = 7 value = [7, 0] class = default 67->73 69 gini = 0.0 samples = 1 value = [0, 1] class = no default 68->69 70 Concurrent Credits <= 2.0 gini = 0.32 samples = 5 value = [4, 1] class = default 68->70 71 gini = 0.0 samples = 1 value = [0, 1] class = no default 70->71 72 gini = 0.0 samples = 4 value = [4, 0] class = default 70->72 75 gini = 0.0 samples = 1 value = [1, 0] class = default 74->75 76 gini = 0.0 samples = 2 value = [0, 2] class = no default 74->76 79 gini = 0.0 samples = 3 value = [0, 3] class = no default 78->79 80 gini = 0.0 samples = 1 value = [1, 0] class = default 78->80 84 Duration in Current address <= 1.5 gini = 0.353 samples = 35 value = [27, 8] class = default 83->84 99 Duration in Current address <= 3.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 83->99 85 Length of current employment <= 1.5 gini = 0.494 samples = 9 value = [4, 5] class = no default 84->85 90 Credit Amount <= 3239.0 gini = 0.204 samples = 26 value = [23, 3] class = default 84->90 86 gini = 0.0 samples = 3 value = [3, 0] class = default 85->86 87 Purpose <= 4.5 gini = 0.278 samples = 6 value = [1, 5] class = no default 85->87 88 gini = 0.0 samples = 5 value = [0, 5] class = no default 87->88 89 gini = 0.0 samples = 1 value = [1, 0] class = default 87->89 91 Age (years) <= 21.5 gini = 0.083 samples = 23 value = [22, 1] class = default 90->91 96 Length of current employment <= 3.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 90->96 92 Instalment per cent <= 2.5 gini = 0.5 samples = 2 value = [1, 1] class = default 91->92 95 gini = 0.0 samples = 21 value = [21, 0] class = default 91->95 93 gini = 0.0 samples = 1 value = [1, 0] class = default 92->93 94 gini = 0.0 samples = 1 value = [0, 1] class = no default 92->94 97 gini = 0.0 samples = 2 value = [0, 2] class = no default 96->97 98 gini = 0.0 samples = 1 value = [1, 0] class = default 96->98 100 gini = 0.0 samples = 1 value = [1, 0] class = default 99->100 101 gini = 0.0 samples = 3 value = [0, 3] class = no default 99->101 103 gini = 0.0 samples = 3 value = [3, 0] class = default 102->103 104 Sex & Marital Status <= 1.5 gini = 0.291 samples = 17 value = [3, 14] class = no default 102->104 105 gini = 0.0 samples = 1 value = [1, 0] class = default 104->105 106 Concurrent Credits <= 1.5 gini = 0.219 samples = 16 value = [2, 14] class = no default 104->106 107 gini = 0.0 samples = 1 value = [1, 0] class = default 106->107 108 Guarantors <= 1.5 gini = 0.124 samples = 15 value = [1, 14] class = no default 106->108 109 gini = 0.0 samples = 13 value = [0, 13] class = no default 108->109 110 Most valuable available asset <= 2.5 gini = 0.5 samples = 2 value = [1, 1] class = default 108->110 111 gini = 0.0 samples = 1 value = [0, 1] class = no default 110->111 112 gini = 0.0 samples = 1 value = [1, 0] class = default 110->112 114 gini = 0.0 samples = 10 value = [0, 10] class = no default 113->114 115 Credit Amount <= 1112.5 gini = 0.5 samples = 8 value = [4, 4] class = default 113->115 116 gini = 0.0 samples = 3 value = [0, 3] class = no default 115->116 117 Concurrent Credits <= 2.5 gini = 0.32 samples = 5 value = [4, 1] class = default 115->117 118 gini = 0.0 samples = 1 value = [0, 1] class = no default 117->118 119 gini = 0.0 samples = 4 value = [4, 0] class = default 117->119 122 Purpose <= 9.5 gini = 0.326 samples = 39 value = [8, 31] class = no default 121->122 139 gini = 0.0 samples = 2 value = [2, 0] class = default 121->139 123 Concurrent Credits <= 2.5 gini = 0.301 samples = 38 value = [7, 31] class = no default 122->123 138 gini = 0.0 samples = 1 value = [1, 0] class = default 122->138 124 gini = 0.0 samples = 13 value = [0, 13] class = no default 123->124 125 No of dependents <= 1.5 gini = 0.403 samples = 25 value = [7, 18] class = no default 123->125 126 Age (years) <= 31.5 gini = 0.375 samples = 24 value = [6, 18] class = no default 125->126 137 gini = 0.0 samples = 1 value = [1, 0] class = default 125->137 127 Instalment per cent <= 1.5 gini = 0.48 samples = 15 value = [6, 9] class = no default 126->127 136 gini = 0.0 samples = 9 value = [0, 9] class = no default 126->136 128 gini = 0.0 samples = 4 value = [0, 4] class = no default 127->128 129 Credit Amount <= 2993.5 gini = 0.496 samples = 11 value = [6, 5] class = default 127->129 130 Most valuable available asset <= 2.5 gini = 0.469 samples = 8 value = [3, 5] class = no default 129->130 135 gini = 0.0 samples = 3 value = [3, 0] class = default 129->135 131 Credit Amount <= 2666.0 gini = 0.375 samples = 4 value = [3, 1] class = default 130->131 134 gini = 0.0 samples = 4 value = [0, 4] class = no default 130->134 132 gini = 0.0 samples = 3 value = [3, 0] class = default 131->132 133 gini = 0.0 samples = 1 value = [0, 1] class = no default 131->133 141 gini = 0.0 samples = 15 value = [0, 15] class = no default 140->141 142 Credit Amount <= 2589.0 gini = 0.5 samples = 2 value = [1, 1] class = default 140->142 143 gini = 0.0 samples = 1 value = [1, 0] class = default 142->143 144 gini = 0.0 samples = 1 value = [0, 1] class = no default 142->144 146 gini = 0.0 samples = 4 value = [0, 4] class = no default 145->146 147 Value Savings/Stocks <= 4.0 gini = 0.396 samples = 70 value = [51, 19] class = default 145->147 148 Telephone <= 1.5 gini = 0.324 samples = 59 value = [47, 12] class = default 147->148 175 Duration in Current address <= 2.5 gini = 0.463 samples = 11 value = [4, 7] class = no default 147->175 149 Credit Amount <= 2353.5 gini = 0.438 samples = 34 value = [23, 11] class = default 148->149 170 Payment Status of Previous Credit <= 3.5 gini = 0.077 samples = 25 value = [24, 1] class = default 148->170 150 gini = 0.0 samples = 2 value = [0, 2] class = no default 149->150 151 Age (years) <= 25.5 gini = 0.404 samples = 32 value = [23, 9] class = default 149->151 152 gini = 0.0 samples = 7 value = [7, 0] class = default 151->152 153 Most valuable available asset <= 2.5 gini = 0.461 samples = 25 value = [16, 9] class = default 151->153 154 Duration of Credit (month) <= 39.0 gini = 0.444 samples = 9 value = [3, 6] class = no default 153->154 161 Value Savings/Stocks <= 1.5 gini = 0.305 samples = 16 value = [13, 3] class = default 153->161 155 Payment Status of Previous Credit <= 2.5 gini = 0.5 samples = 6 value = [3, 3] class = default 154->155 160 gini = 0.0 samples = 3 value = [0, 3] class = no default 154->160 156 Instalment per cent <= 1.5 gini = 0.375 samples = 4 value = [3, 1] class = default 155->156 159 gini = 0.0 samples = 2 value = [0, 2] class = no default 155->159 157 gini = 0.0 samples = 1 value = [0, 1] class = no default 156->157 158 gini = 0.0 samples = 3 value = [3, 0] class = default 156->158 162 Purpose <= 1.5 gini = 0.142 samples = 13 value = [12, 1] class = default 161->162 167 Sex & Marital Status <= 2.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 161->167 163 No of dependents <= 1.5 gini = 0.444 samples = 3 value = [2, 1] class = default 162->163 166 gini = 0.0 samples = 10 value = [10, 0] class = default 162->166 164 gini = 0.0 samples = 2 value = [2, 0] class = default 163->164 165 gini = 0.0 samples = 1 value = [0, 1] class = no default 163->165 168 gini = 0.0 samples = 1 value = [1, 0] class = default 167->168 169 gini = 0.0 samples = 2 value = [0, 2] class = no default 167->169 171 gini = 0.0 samples = 19 value = [19, 0] class = default 170->171 172 Age (years) <= 32.0 gini = 0.278 samples = 6 value = [5, 1] class = default 170->172 173 gini = 0.0 samples = 5 value = [5, 0] class = default 172->173 174 gini = 0.0 samples = 1 value = [0, 1] class = no default 172->174 176 gini = 0.0 samples = 5 value = [0, 5] class = no default 175->176 177 Payment Status of Previous Credit <= 2.5 gini = 0.444 samples = 6 value = [4, 2] class = default 175->177 178 gini = 0.0 samples = 4 value = [4, 0] class = default 177->178 179 gini = 0.0 samples = 2 value = [0, 2] class = no default 177->179 181 Concurrent Credits <= 1.5 gini = 0.221 samples = 308 value = [39, 269] class = no default 180->181 276 Sex & Marital Status <= 2.5 gini = 0.5 samples = 10 value = [5, 5] class = default 180->276 182 Purpose <= 7.5 gini = 0.418 samples = 37 value = [11, 26] class = no default 181->182 199 Age (years) <= 29.5 gini = 0.185 samples = 271 value = [28, 243] class = no default 181->199 183 Purpose <= 1.5 gini = 0.36 samples = 34 value = [8, 26] class = no default 182->183 198 gini = 0.0 samples = 3 value = [3, 0] class = default 182->198 184 Duration of Credit (month) <= 15.0 gini = 0.5 samples = 14 value = [7, 7] class = default 183->184 193 Duration of Credit (month) <= 21.0 gini = 0.095 samples = 20 value = [1, 19] class = no default 183->193 185 gini = 0.0 samples = 3 value = [0, 3] class = no default 184->185 186 Credit Amount <= 7654.5 gini = 0.463 samples = 11 value = [7, 4] class = default 184->186 187 Instalment per cent <= 1.5 gini = 0.346 samples = 9 value = [7, 2] class = default 186->187 192 gini = 0.0 samples = 2 value = [0, 2] class = no default 186->192 188 Most valuable available asset <= 2.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 187->188 191 gini = 0.0 samples = 6 value = [6, 0] class = default 187->191 189 gini = 0.0 samples = 1 value = [1, 0] class = default 188->189 190 gini = 0.0 samples = 2 value = [0, 2] class = no default 188->190 194 gini = 0.0 samples = 15 value = [0, 15] class = no default 193->194 195 Telephone <= 1.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 193->195 196 gini = 0.0 samples = 4 value = [0, 4] class = no default 195->196 197 gini = 0.0 samples = 1 value = [1, 0] class = default 195->197 200 Duration of Credit (month) <= 34.5 gini = 0.311 samples = 83 value = [16, 67] class = no default 199->200 239 Type of apartment <= 2.5 gini = 0.12 samples = 188 value = [12, 176] class = no default 199->239 201 Age (years) <= 19.5 gini = 0.242 samples = 71 value = [10, 61] class = no default 200->201 230 Payment Status of Previous Credit <= 2.5 gini = 0.5 samples = 12 value = [6, 6] class = default 200->230 202 gini = 0.0 samples = 1 value = [1, 0] class = default 201->202 203 No of Credits at this Bank <= 2.5 gini = 0.224 samples = 70 value = [9, 61] class = no default 201->203 204 Credit Amount <= 475.5 gini = 0.205 samples = 69 value = [8, 61] class = no default 203->204 229 gini = 0.0 samples = 1 value = [1, 0] class = default 203->229 205 gini = 0.0 samples = 1 value = [1, 0] class = default 204->205 206 Occupation <= 2.5 gini = 0.185 samples = 68 value = [7, 61] class = no default 204->206 207 Age (years) <= 27.5 gini = 0.426 samples = 13 value = [4, 9] class = no default 206->207 214 Age (years) <= 23.5 gini = 0.103 samples = 55 value = [3, 52] class = no default 206->214 208 Duration in Current address <= 2.5 gini = 0.298 samples = 11 value = [2, 9] class = no default 207->208 213 gini = 0.0 samples = 2 value = [2, 0] class = default 207->213 209 gini = 0.0 samples = 5 value = [0, 5] class = no default 208->209 210 Purpose <= 4.0 gini = 0.444 samples = 6 value = [2, 4] class = no default 208->210 211 gini = 0.0 samples = 2 value = [2, 0] class = default 210->211 212 gini = 0.0 samples = 4 value = [0, 4] class = no default 210->212 215 Purpose <= 4.0 gini = 0.26 samples = 13 value = [2, 11] class = no default 214->215 222 Purpose <= 0.5 gini = 0.046 samples = 42 value = [1, 41] class = no default 214->222 216 Duration in Current address <= 2.5 gini = 0.153 samples = 12 value = [1, 11] class = no default 215->216 221 gini = 0.0 samples = 1 value = [1, 0] class = default 215->221 217 Length of current employment <= 3.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 216->217 220 gini = 0.0 samples = 8 value = [0, 8] class = no default 216->220 218 gini = 0.0 samples = 3 value = [0, 3] class = no default 217->218 219 gini = 0.0 samples = 1 value = [1, 0] class = default 217->219 223 Sex & Marital Status <= 2.5 gini = 0.219 samples = 8 value = [1, 7] class = no default 222->223 228 gini = 0.0 samples = 34 value = [0, 34] class = no default 222->228 224 Length of current employment <= 3.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 223->224 227 gini = 0.0 samples = 5 value = [0, 5] class = no default 223->227 225 gini = 0.0 samples = 1 value = [1, 0] class = default 224->225 226 gini = 0.0 samples = 2 value = [0, 2] class = no default 224->226 231 Occupation <= 3.5 gini = 0.375 samples = 8 value = [2, 6] class = no default 230->231 238 gini = 0.0 samples = 4 value = [4, 0] class = default 230->238 232 Credit Amount <= 4064.5 gini = 0.245 samples = 7 value = [1, 6] class = no default 231->232 237 gini = 0.0 samples = 1 value = [1, 0] class = default 231->237 233 gini = 0.0 samples = 5 value = [0, 5] class = no default 232->233 234 Credit Amount <= 5029.0 gini = 0.5 samples = 2 value = [1, 1] class = default 232->234 235 gini = 0.0 samples = 1 value = [1, 0] class = default 234->235 236 gini = 0.0 samples = 1 value = [0, 1] class = no default 234->236 240 Guarantors <= 1.5 gini = 0.092 samples = 165 value = [8, 157] class = no default 239->240 265 Concurrent Credits <= 2.5 gini = 0.287 samples = 23 value = [4, 19] class = no default 239->265 241 Age (years) <= 33.5 gini = 0.073 samples = 158 value = [6, 152] class = no default 240->241 260 Guarantors <= 2.5 gini = 0.408 samples = 7 value = [2, 5] class = no default 240->260 242 Duration in Current address <= 2.5 gini = 0.231 samples = 30 value = [4, 26] class = no default 241->242 251 Credit Amount <= 2526.5 gini = 0.031 samples = 128 value = [2, 126] class = no default 241->251 243 Length of current employment <= 1.5 gini = 0.083 samples = 23 value = [1, 22] class = no default 242->243 246 Most valuable available asset <= 1.5 gini = 0.49 samples = 7 value = [3, 4] class = no default 242->246 244 gini = 0.0 samples = 1 value = [1, 0] class = default 243->244 245 gini = 0.0 samples = 22 value = [0, 22] class = no default 243->245 247 gini = 0.0 samples = 3 value = [0, 3] class = no default 246->247 248 Credit Amount <= 5340.5 gini = 0.375 samples = 4 value = [3, 1] class = default 246->248 249 gini = 0.0 samples = 3 value = [3, 0] class = default 248->249 250 gini = 0.0 samples = 1 value = [0, 1] class = no default 248->250 252 gini = 0.0 samples = 82 value = [0, 82] class = no default 251->252 253 Credit Amount <= 2558.0 gini = 0.083 samples = 46 value = [2, 44] class = no default 251->253 254 gini = 0.0 samples = 1 value = [1, 0] class = default 253->254 255 Purpose <= 5.5 gini = 0.043 samples = 45 value = [1, 44] class = no default 253->255 256 gini = 0.0 samples = 39 value = [0, 39] class = no default 255->256 257 Occupation <= 3.5 gini = 0.278 samples = 6 value = [1, 5] class = no default 255->257 258 gini = 0.0 samples = 5 value = [0, 5] class = no default 257->258 259 gini = 0.0 samples = 1 value = [1, 0] class = default 257->259 261 Duration of Credit (month) <= 14.0 gini = 0.5 samples = 4 value = [2, 2] class = default 260->261 264 gini = 0.0 samples = 3 value = [0, 3] class = no default 260->264 262 gini = 0.0 samples = 2 value = [0, 2] class = no default 261->262 263 gini = 0.0 samples = 2 value = [2, 0] class = default 261->263 266 gini = 0.0 samples = 1 value = [1, 0] class = default 265->266 267 No of dependents <= 1.5 gini = 0.236 samples = 22 value = [3, 19] class = no default 265->267 268 Account Balance <= 3.5 gini = 0.105 samples = 18 value = [1, 17] class = no default 267->268 273 Credit Amount <= 1576.0 gini = 0.5 samples = 4 value = [2, 2] class = default 267->273 269 Length of current employment <= 4.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 268->269 272 gini = 0.0 samples = 13 value = [0, 13] class = no default 268->272 270 gini = 0.0 samples = 1 value = [1, 0] class = default 269->270 271 gini = 0.0 samples = 4 value = [0, 4] class = no default 269->271 274 gini = 0.0 samples = 2 value = [2, 0] class = default 273->274 275 gini = 0.0 samples = 2 value = [0, 2] class = no default 273->275 277 gini = 0.0 samples = 3 value = [3, 0] class = default 276->277 278 Type of apartment <= 2.5 gini = 0.408 samples = 7 value = [2, 5] class = no default 276->278 279 gini = 0.0 samples = 4 value = [0, 4] class = no default 278->279 280 No of Credits at this Bank <= 1.5 gini = 0.444 samples = 3 value = [2, 1] class = default 278->280 281 gini = 0.0 samples = 2 value = [2, 0] class = default 280->281 282 gini = 0.0 samples = 1 value = [0, 1] class = no default 280->282
In [57]:
print(confusion_matrix(y_test, y_predict))

[[ 41  43]
 [ 53 163]]
In [58]:
print(accuracy_score(y_test, y_predict)*100)

68.0

Q1: Accuracy of 100%

Ans We do not see a accuracy of 100% here. The accuracy we see here is about 68%. This means our model correctly predicts outcome variable 68% of the times. An accuracy of 100% does not always mean we have a perfect model. The same model could produce less accuracy on different dataset. If we have a accuracy of 100%, that means our classification problem is a easy one. In real world, this is seldom true. By changing test set and train set proportions, we may get different results. Also, the model may not perform as accurately on unseen data. This can be verified by out of sample AUC. In addition, the sample may not be always randomly distributed.

Random forest

In [62]:
clf = RandomForestClassifier()
clf.fit(X_train, y_train)
y_predict = clf.predict(X_test)
print(confusion_matrix(y_test, y_predict))
warnings.filterwarnings('ignore')

[[ 45  39]
 [ 41 175]]
In [63]:
print(accuracy_score(y_test, y_predict)*100)

73.33333333333333

Q2: Important Features:

In [64]:
feature_importances = pd.DataFrame(clf.feature_importances_,
columns=['importance']).sort_values('importance', ascending=False)
feature_importances
Out[64]:
importance
4 0.130444
1 0.121403
12 0.107504
0 0.100461
3 0.061530
2 0.061096
6 0.049807
5 0.046666
7 0.045601
10 0.040287
8 0.039448
11 0.034165
14 0.032394
16 0.028580
15 0.025091
13 0.024005
9 0.018230
18 0.018153
17 0.010126
19 0.005006

Three most important features of the model are: Credit Amount, Duration of credit (month) and Age(years). This is true since more the Duration of the credit, more is the amount of data available, more the credit, more is the usage.

In [66]:
X_train.columns.values
Out[66]:
array(['Account Balance', 'Duration of Credit (month)',
       'Payment Status of Previous Credit', 'Purpose', 'Credit Amount',
       'Value Savings/Stocks', 'Length of current employment',
       'Instalment per cent', 'Sex & Marital Status', 'Guarantors',
       'Duration in Current address', 'Most valuable available asset',
       'Age (years)', 'Concurrent Credits', 'Type of apartment',
       'No of Credits at this Bank', 'Occupation', 'No of dependents',
       'Telephone', 'Foreign Worker'], dtype=object)

New random seed of 23458

In [67]:
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30,
random_state=23458)
clf = RandomForestClassifier()
clf.fit(X_train, y_train)
y_predict = clf.predict(X_test)
print(confusion_matrix(y_test, y_predict))
warnings.filterwarnings('ignore')

[[ 43  39]
 [ 35 183]]
In [68]:
print(accuracy_score(y_test, y_predict)*100)

75.33333333333333

Method 3: Addign regression to trees

In [70]:
input_file = r"C:\Users\mitikirim\Documents\Py\whitewines.csv"
wine = pd.read_csv(input_file)
wine.head(5)
Out[70]:
fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol quality
0 6.7 0.62 0.24 1.10 0.039 6.0 62.0 0.99340 3.41 0.32 10.400000 5
1 5.7 0.22 0.20 16.00 0.044 41.0 113.0 0.99862 3.22 0.46 8.900000 6
2 5.9 0.19 0.26 7.40 0.034 33.0 123.0 0.99500 3.49 0.42 10.100000 6
3 5.3 0.47 0.10 1.30 0.036 11.0 74.0 0.99082 3.48 0.54 11.200000 4
4 6.4 0.29 0.21 9.65 0.041 36.0 119.0 0.99334 2.99 0.34 10.933333 6
In [36]:
n, bins, patches = plt.hist(x=wine['quality'], bins='auto', color='b', )
plt.xlabel('Quallity Value')
plt.ylabel('Frequency')
plt.show()
In [71]:
# Split the data

target = wine['quality']
target.value_counts()
Out[71]:
6    2198
5    1457
7     880
8     175
4     163
3      20
9       5
Name: quality, dtype: int64
In [72]:
y = target
X = wine.drop(['quality'],axis=1)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25,
random_state=52)

model = tree.DecisionTreeClassifier()
model = model.fit(X_train, y_train)

export_graphviz(model, out_file =r'C:\Users\mitikirim\Documents\Py\tree.dot', feature_names =X.columns)

dot_data = tree.export_graphviz(model, out_file=None,
                                feature_names=X.columns,
                                filled=True, rounded=True,
                                special_characters=True)
graph = graphviz.Source(dot_data)
graph
Out[72]:
Tree 0 alcohol ≤ 10.85 gini = 0.677 samples = 3673 value = [15, 132, 1105, 1637, 656, 124, 4] 1 volatile acidity ≤ 0.237 gini = 0.625 samples = 2308 value = [9, 102, 968, 1005, 193, 30, 1] 0->1 True 1186 alcohol ≤ 12.775 gini = 0.655 samples = 1365 value = [6, 30, 137, 632, 463, 94, 3] 0->1186 False 2 alcohol ≤ 8.85 gini = 0.611 samples = 873 value = [4, 17, 207, 484, 136, 25, 0] 1->2 473 alcohol ≤ 9.85 gini = 0.582 samples = 1435 value = [5, 85, 761, 521, 57, 5, 1] 1->473 3 fixed acidity ≤ 6.85 gini = 0.726 samples = 74 value = [1, 0, 24, 25, 14, 10, 0] 2->3 30 chlorides ≤ 0.041 gini = 0.593 samples = 799 value = [3, 17, 183, 459, 122, 15, 0] 2->30 4 pH ≤ 3.245 gini = 0.509 samples = 42 value = [1, 0, 17, 24, 0, 0, 0] 3->4 19 free sulfur dioxide ≤ 36.0 gini = 0.662 samples = 32 value = [0, 0, 7, 1, 14, 10, 0] 3->19 5 residual sugar ≤ 12.7 gini = 0.165 samples = 22 value = [0, 0, 2, 20, 0, 0, 0] 4->5 10 total sulfur dioxide ≤ 149.0 gini = 0.395 samples = 20 value = [1, 0, 15, 4, 0, 0, 0] 4->10 6 total sulfur dioxide ≤ 141.0 gini = 0.5 samples = 4 value = [0, 0, 2, 2, 0, 0, 0] 5->6 9 gini = 0.0 samples = 18 value = [0, 0, 0, 18, 0, 0, 0] 5->9 7 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 6->7 8 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 6->8 11 pH ≤ 3.395 gini = 0.124 samples = 15 value = [0, 0, 14, 1, 0, 0, 0] 10->11 14 free sulfur dioxide ≤ 52.5 gini = 0.56 samples = 5 value = [1, 0, 1, 3, 0, 0, 0] 10->14 12 gini = 0.0 samples = 14 value = [0, 0, 14, 0, 0, 0, 0] 11->12 13 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 11->13 15 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 14->15 16 pH ≤ 3.38 gini = 0.5 samples = 2 value = [1, 0, 1, 0, 0, 0, 0] 14->16 17 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 16->17 18 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 16->18 20 density ≤ 1.0 gini = 0.231 samples = 15 value = [0, 0, 2, 0, 13, 0, 0] 19->20 23 citric acid ≤ 0.57 gini = 0.561 samples = 17 value = [0, 0, 5, 1, 1, 10, 0] 19->23 21 gini = 0.0 samples = 13 value = [0, 0, 0, 0, 13, 0, 0] 20->21 22 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 20->22 24 residual sugar ≤ 14.35 gini = 0.292 samples = 12 value = [0, 0, 0, 1, 1, 10, 0] 23->24 29 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 23->29 25 gini = 0.0 samples = 10 value = [0, 0, 0, 0, 0, 10, 0] 24->25 26 free sulfur dioxide ≤ 52.5 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 24->26 27 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 26->27 28 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 26->28 31 free sulfur dioxide ≤ 13.5 gini = 0.673 samples = 234 value = [2, 8, 56, 109, 53, 6, 0] 30->31 176 total sulfur dioxide ≤ 196.0 gini = 0.55 samples = 565 value = [1, 9, 127, 350, 69, 9, 0] 30->176 32 chlorides ≤ 0.039 gini = 0.404 samples = 21 value = [1, 2, 16, 1, 0, 1, 0] 31->32 43 alcohol ≤ 10.625 gini = 0.644 samples = 213 value = [1, 6, 40, 108, 53, 5, 0] 31->43 33 sulphates ≤ 0.295 gini = 0.204 samples = 18 value = [1, 0, 16, 0, 0, 1, 0] 32->33 40 volatile acidity ≤ 0.153 gini = 0.444 samples = 3 value = [0, 2, 0, 1, 0, 0, 0] 32->40 34 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 33->34 35 density ≤ 0.994 gini = 0.111 samples = 17 value = [0, 0, 16, 0, 0, 1, 0] 33->35 36 gini = 0.0 samples = 15 value = [0, 0, 15, 0, 0, 0, 0] 35->36 37 free sulfur dioxide ≤ 12.5 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 0, 1, 0] 35->37 38 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 37->38 39 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 37->39 41 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 40->41 42 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 40->42 44 sulphates ≤ 0.705 gini = 0.634 samples = 176 value = [1, 6, 36, 94, 34, 5, 0] 43->44 155 density ≤ 0.992 gini = 0.581 samples = 37 value = [0, 0, 4, 14, 19, 0, 0] 43->155 45 sulphates ≤ 0.475 gini = 0.618 samples = 164 value = [1, 5, 35, 91, 27, 5, 0] 44->45 148 pH ≤ 3.235 gini = 0.583 samples = 12 value = [0, 1, 1, 3, 7, 0, 0] 44->148 46 alcohol ≤ 10.45 gini = 0.685 samples = 85 value = [0, 3, 24, 38, 15, 5, 0] 45->46 111 citric acid ≤ 0.69 gini = 0.507 samples = 79 value = [1, 2, 11, 53, 12, 0, 0] 45->111 47 free sulfur dioxide ≤ 15.0 gini = 0.636 samples = 65 value = [0, 3, 20, 33, 5, 4, 0] 46->47 94 volatile acidity ≤ 0.205 gini = 0.645 samples = 20 value = [0, 0, 4, 5, 10, 1, 0] 46->94 48 citric acid ≤ 0.32 gini = 0.444 samples = 3 value = [0, 1, 0, 0, 0, 2, 0] 47->48 51 volatile acidity ≤ 0.125 gini = 0.604 samples = 62 value = [0, 2, 20, 33, 5, 2, 0] 47->51 49 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 48->49 50 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 48->50 52 residual sugar ≤ 7.3 gini = 0.48 samples = 5 value = [0, 0, 3, 0, 0, 2, 0] 51->52 55 citric acid ≤ 0.215 gini = 0.567 samples = 57 value = [0, 2, 17, 33, 5, 0, 0] 51->55 53 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 52->53 54 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 52->54 56 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 55->56 57 chlorides ≤ 0.029 gini = 0.54 samples = 55 value = [0, 2, 17, 33, 3, 0, 0] 55->57 58 volatile acidity ≤ 0.135 gini = 0.571 samples = 7 value = [0, 1, 4, 2, 0, 0, 0] 57->58 63 free sulfur dioxide ≤ 22.5 gini = 0.505 samples = 48 value = [0, 1, 13, 31, 3, 0, 0] 57->63 59 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 58->59 60 pH ≤ 2.9 gini = 0.32 samples = 5 value = [0, 1, 4, 0, 0, 0, 0] 58->60 61 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 60->61 62 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 60->62 64 fixed acidity ≤ 8.55 gini = 0.18 samples = 10 value = [0, 0, 0, 9, 1, 0, 0] 63->64 67 free sulfur dioxide ≤ 43.5 gini = 0.544 samples = 38 value = [0, 1, 13, 22, 2, 0, 0] 63->67 65 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 64->65 66 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 64->66 68 residual sugar ≤ 2.6 gini = 0.545 samples = 20 value = [0, 1, 10, 9, 0, 0, 0] 67->68 83 citric acid ≤ 0.47 gini = 0.438 samples = 18 value = [0, 0, 3, 13, 2, 0, 0] 67->83 69 residual sugar ≤ 1.15 gini = 0.32 samples = 10 value = [0, 0, 8, 2, 0, 0, 0] 68->69 76 pH ≤ 3.095 gini = 0.46 samples = 10 value = [0, 1, 2, 7, 0, 0, 0] 68->76 70 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 69->70 71 density ≤ 0.994 gini = 0.198 samples = 9 value = [0, 0, 8, 1, 0, 0, 0] 69->71 72 gini = 0.0 samples = 7 value = [0, 0, 7, 0, 0, 0, 0] 71->72 73 alcohol ≤ 9.55 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 71->73 74 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 73->74 75 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 73->75 77 free sulfur dioxide ≤ 37.5 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 76->77 80 total sulfur dioxide ≤ 162.0 gini = 0.245 samples = 7 value = [0, 1, 0, 6, 0, 0, 0] 76->80 78 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 77->78 79 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 77->79 81 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 80->81 82 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 80->82 84 residual sugar ≤ 14.8 gini = 0.24 samples = 15 value = [0, 0, 1, 13, 1, 0, 0] 83->84 91 citric acid ≤ 0.6 gini = 0.444 samples = 3 value = [0, 0, 2, 0, 1, 0, 0] 83->91 85 pH ≤ 3.385 gini = 0.133 samples = 14 value = [0, 0, 0, 13, 1, 0, 0] 84->85 90 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 84->90 86 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 85->86 87 density ≤ 0.995 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 85->87 88 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 87->88 89 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 87->89 92 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 91->92 93 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 91->93 95 chlorides ≤ 0.038 gini = 0.417 samples = 12 value = [0, 0, 1, 1, 9, 1, 0] 94->95 104 pH ≤ 3.025 gini = 0.594 samples = 8 value = [0, 0, 3, 4, 1, 0, 0] 94->104 96 fixed acidity ≤ 5.85 gini = 0.314 samples = 11 value = [0, 0, 0, 1, 9, 1, 0] 95->96 103 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 95->103 97 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 96->97 98 residual sugar ≤ 1.4 gini = 0.18 samples = 10 value = [0, 0, 0, 1, 9, 0, 0] 96->98 99 density ≤ 0.992 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 98->99 102 gini = 0.0 samples = 8 value = [0, 0, 0, 0, 8, 0, 0] 98->102 100 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 99->100 101 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 99->101 105 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 104->105 106 total sulfur dioxide ≤ 124.0 gini = 0.56 samples = 5 value = [0, 0, 3, 1, 1, 0, 0] 104->106 107 citric acid ≤ 0.3 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 106->107 110 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 106->110 108 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 107->108 109 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 107->109 112 sulphates ≤ 0.63 gini = 0.487 samples = 77 value = [1, 2, 9, 53, 12, 0, 0] 111->112 147 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 111->147 113 total sulfur dioxide ≤ 152.5 gini = 0.402 samples = 65 value = [1, 0, 5, 49, 10, 0, 0] 112->113 136 pH ≤ 3.325 gini = 0.722 samples = 12 value = [0, 2, 4, 4, 2, 0, 0] 112->136 114 residual sugar ≤ 5.8 gini = 0.508 samples = 47 value = [1, 0, 5, 31, 10, 0, 0] 113->114 135 gini = 0.0 samples = 18 value = [0, 0, 0, 18, 0, 0, 0] 113->135 115 fixed acidity ≤ 6.45 gini = 0.361 samples = 37 value = [0, 0, 5, 29, 3, 0, 0] 114->115 128 alcohol ≤ 9.9 gini = 0.46 samples = 10 value = [1, 0, 0, 2, 7, 0, 0] 114->128 116 residual sugar ≤ 0.9 gini = 0.095 samples = 20 value = [0, 0, 1, 19, 0, 0, 0] 115->116 119 free sulfur dioxide ≤ 28.5 gini = 0.567 samples = 17 value = [0, 0, 4, 10, 3, 0, 0] 115->119 117 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 116->117 118 gini = 0.0 samples = 19 value = [0, 0, 0, 19, 0, 0, 0] 116->118 120 chlorides ≤ 0.036 gini = 0.32 samples = 10 value = [0, 0, 0, 8, 2, 0, 0] 119->120 123 pH ≤ 3.135 gini = 0.571 samples = 7 value = [0, 0, 4, 2, 1, 0, 0] 119->123 121 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 120->121 122 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 120->122 124 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 123->124 125 sulphates ≤ 0.49 gini = 0.32 samples = 5 value = [0, 0, 4, 0, 1, 0, 0] 123->125 126 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 125->126 127 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 125->127 129 density ≤ 0.998 gini = 0.625 samples = 4 value = [1, 0, 0, 2, 1, 0, 0] 128->129 134 gini = 0.0 samples = 6 value = [0, 0, 0, 0, 6, 0, 0] 128->134 130 volatile acidity ≤ 0.2 gini = 0.444 samples = 3 value = [0, 0, 0, 2, 1, 0, 0] 129->130 133 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 129->133 131 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 130->131 132 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 130->132 137 residual sugar ≤ 1.15 gini = 0.64 samples = 10 value = [0, 0, 4, 4, 2, 0, 0] 136->137 146 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 136->146 138 fixed acidity ≤ 7.7 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 1, 0, 0] 137->138 141 fixed acidity ≤ 6.75 gini = 0.5 samples = 6 value = [0, 0, 4, 1, 1, 0, 0] 137->141 139 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 138->139 140 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 138->140 142 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 141->142 143 chlorides ≤ 0.039 gini = 0.32 samples = 5 value = [0, 0, 4, 1, 0, 0, 0] 141->143 144 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 143->144 145 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 143->145 149 alcohol ≤ 10.2 gini = 0.56 samples = 5 value = [0, 1, 1, 3, 0, 0, 0] 148->149 154 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 148->154 150 fixed acidity ≤ 7.35 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 149->150 153 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 149->153 151 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 150->151 152 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 150->152 156 citric acid ≤ 0.36 gini = 0.381 samples = 17 value = [0, 0, 1, 3, 13, 0, 0] 155->156 163 sulphates ≤ 0.39 gini = 0.585 samples = 20 value = [0, 0, 3, 11, 6, 0, 0] 155->163 157 gini = 0.0 samples = 9 value = [0, 0, 0, 0, 9, 0, 0] 156->157 158 free sulfur dioxide ≤ 35.0 gini = 0.594 samples = 8 value = [0, 0, 1, 3, 4, 0, 0] 156->158 159 fixed acidity ≤ 7.75 gini = 0.32 samples = 5 value = [0, 0, 1, 0, 4, 0, 0] 158->159 162 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 158->162 160 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 159->160 161 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 159->161 164 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 163->164 165 density ≤ 0.993 gini = 0.512 samples = 18 value = [0, 0, 1, 11, 6, 0, 0] 163->165 166 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 165->166 167 density ≤ 0.993 gini = 0.561 samples = 14 value = [0, 0, 1, 7, 6, 0, 0] 165->167 168 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 167->168 169 sulphates ≤ 0.44 gini = 0.46 samples = 10 value = [0, 0, 1, 7, 2, 0, 0] 167->169 170 chlorides ≤ 0.033 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 169->170 173 density ≤ 0.996 gini = 0.219 samples = 8 value = [0, 0, 0, 7, 1, 0, 0] 169->173 171 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 170->171 172 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 170->172 174 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 173->174 175 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 173->175 177 alcohol ≤ 9.05 gini = 0.526 samples = 516 value = [0, 8, 113, 331, 61, 3, 0] 176->177 446 alcohol ≤ 8.95 gini = 0.726 samples = 49 value = [1, 1, 14, 19, 8, 6, 0] 176->446 178 free sulfur dioxide ≤ 32.0 gini = 0.477 samples = 54 value = [0, 1, 2, 36, 15, 0, 0] 177->178 193 volatile acidity ≤ 0.207 gini = 0.524 samples = 462 value = [0, 7, 111, 295, 46, 3, 0] 177->193 179 total sulfur dioxide ≤ 171.5 gini = 0.272 samples = 13 value = [0, 1, 0, 1, 11, 0, 0] 178->179 184 pH ≤ 3.01 gini = 0.259 samples = 41 value = [0, 0, 2, 35, 4, 0, 0] 178->184 180 gini = 0.0 samples = 11 value = [0, 0, 0, 0, 11, 0, 0] 179->180 181 chlorides ≤ 0.054 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 179->181 182 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 181->182 183 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 181->183 185 pH ≤ 2.915 gini = 0.593 samples = 9 value = [0, 0, 1, 4, 4, 0, 0] 184->185 190 free sulfur dioxide ≤ 58.0 gini = 0.061 samples = 32 value = [0, 0, 1, 31, 0, 0, 0] 184->190 186 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 185->186 187 fixed acidity ≤ 6.75 gini = 0.32 samples = 5 value = [0, 0, 1, 0, 4, 0, 0] 185->187 188 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 187->188 189 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 187->189 191 gini = 0.0 samples = 31 value = [0, 0, 0, 31, 0, 0, 0] 190->191 192 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 190->192 194 residual sugar ≤ 4.25 gini = 0.494 samples = 307 value = [0, 4, 60, 207, 35, 1, 0] 193->194 351 alcohol ≤ 10.05 gini = 0.564 samples = 155 value = [0, 3, 51, 88, 11, 2, 0] 193->351 195 citric acid ≤ 0.235 gini = 0.597 samples = 130 value = [0, 3, 36, 72, 18, 1, 0] 194->195 270 pH ≤ 3.615 gini = 0.391 samples = 177 value = [0, 1, 24, 135, 17, 0, 0] 194->270 196 density ≤ 0.992 gini = 0.198 samples = 9 value = [0, 0, 8, 1, 0, 0, 0] 195->196 199 free sulfur dioxide ≤ 57.5 gini = 0.579 samples = 121 value = [0, 3, 28, 71, 18, 1, 0] 195->199 197 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 196->197 198 gini = 0.0 samples = 8 value = [0, 0, 8, 0, 0, 0, 0] 196->198 200 free sulfur dioxide ≤ 28.5 gini = 0.56 samples = 116 value = [0, 3, 24, 71, 17, 1, 0] 199->200 267 total sulfur dioxide ≤ 144.5 gini = 0.32 samples = 5 value = [0, 0, 4, 0, 1, 0, 0] 199->267 201 total sulfur dioxide ≤ 91.5 gini = 0.573 samples = 65 value = [0, 3, 20, 37, 5, 0, 0] 200->201 240 total sulfur dioxide ≤ 138.0 gini = 0.494 samples = 51 value = [0, 0, 4, 34, 12, 1, 0] 200->240 202 volatile acidity ≤ 0.115 gini = 0.219 samples = 16 value = [0, 0, 0, 14, 2, 0, 0] 201->202 207 sulphates ≤ 0.525 gini = 0.606 samples = 49 value = [0, 3, 20, 23, 3, 0, 0] 201->207 203 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 202->203 204 pH ≤ 2.93 gini = 0.124 samples = 15 value = [0, 0, 0, 14, 1, 0, 0] 202->204 205 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 204->205 206 gini = 0.0 samples = 14 value = [0, 0, 0, 14, 0, 0, 0] 204->206 208 pH ≤ 3.44 gini = 0.503 samples = 28 value = [0, 0, 17, 10, 1, 0, 0] 207->208 225 free sulfur dioxide ≤ 23.5 gini = 0.567 samples = 21 value = [0, 3, 3, 13, 2, 0, 0] 207->225 209 chlorides ≤ 0.056 gini = 0.446 samples = 23 value = [0, 0, 16, 6, 1, 0, 0] 208->209 222 density ≤ 0.995 gini = 0.32 samples = 5 value = [0, 0, 1, 4, 0, 0, 0] 208->222 210 chlorides ≤ 0.047 gini = 0.381 samples = 21 value = [0, 0, 16, 4, 1, 0, 0] 209->210 221 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 209->221 211 chlorides ≤ 0.045 gini = 0.594 samples = 8 value = [0, 0, 4, 3, 1, 0, 0] 210->211 218 residual sugar ≤ 2.75 gini = 0.142 samples = 13 value = [0, 0, 12, 1, 0, 0, 0] 210->218 212 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 211->212 213 sulphates ≤ 0.455 gini = 0.56 samples = 5 value = [0, 0, 1, 3, 1, 0, 0] 211->213 214 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 213->214 215 alcohol ≤ 9.75 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 213->215 216 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 215->216 217 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 215->217 219 gini = 0.0 samples = 12 value = [0, 0, 12, 0, 0, 0, 0] 218->219 220 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 218->220 223 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 222->223 224 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 222->224 226 citric acid ≤ 0.295 gini = 0.74 samples = 10 value = [0, 2, 3, 3, 2, 0, 0] 225->226 235 volatile acidity ≤ 0.19 gini = 0.165 samples = 11 value = [0, 1, 0, 10, 0, 0, 0] 225->235 227 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 226->227 228 alcohol ≤ 10.25 gini = 0.656 samples = 8 value = [0, 2, 3, 3, 0, 0, 0] 226->228 229 residual sugar ≤ 1.9 gini = 0.611 samples = 6 value = [0, 2, 3, 1, 0, 0, 0] 228->229 234 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 228->234 230 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 229->230 231 alcohol ≤ 9.7 gini = 0.444 samples = 3 value = [0, 2, 0, 1, 0, 0, 0] 229->231 232 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 231->232 233 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 231->233 236 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 235->236 237 total sulfur dioxide ≤ 151.0 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 235->237 238 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 237->238 239 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 237->239 241 chlorides ≤ 0.052 gini = 0.628 samples = 29 value = [0, 0, 4, 14, 10, 1, 0] 240->241 260 free sulfur dioxide ≤ 31.0 gini = 0.165 samples = 22 value = [0, 0, 0, 20, 2, 0, 0] 240->260 242 sulphates ≤ 0.47 gini = 0.63 samples = 17 value = [0, 0, 3, 4, 9, 1, 0] 241->242 253 pH ≤ 3.01 gini = 0.292 samples = 12 value = [0, 0, 1, 10, 1, 0, 0] 241->253 243 citric acid ≤ 0.335 gini = 0.611 samples = 6 value = [0, 0, 2, 3, 0, 1, 0] 242->243 248 free sulfur dioxide ≤ 29.5 gini = 0.314 samples = 11 value = [0, 0, 1, 1, 9, 0, 0] 242->248 244 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 243->244 245 volatile acidity ≤ 0.165 gini = 0.444 samples = 3 value = [0, 0, 2, 0, 0, 1, 0] 243->245 246 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 245->246 247 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 245->247 249 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 248->249 250 pH ≤ 3.685 gini = 0.18 samples = 10 value = [0, 0, 1, 0, 9, 0, 0] 248->250 251 gini = 0.0 samples = 9 value = [0, 0, 0, 0, 9, 0, 0] 250->251 252 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 250->252 254 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 253->254 255 free sulfur dioxide ≤ 40.0 gini = 0.165 samples = 11 value = [0, 0, 0, 10, 1, 0, 0] 253->255 256 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 255->256 257 free sulfur dioxide ≤ 42.5 gini = 0.444 samples = 3 value = [0, 0, 0, 2, 1, 0, 0] 255->257 258 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 257->258 259 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 257->259 261 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 260->261 262 sulphates ≤ 0.345 gini = 0.091 samples = 21 value = [0, 0, 0, 20, 1, 0, 0] 260->262 263 chlorides ≤ 0.046 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 262->263 266 gini = 0.0 samples = 19 value = [0, 0, 0, 19, 0, 0, 0] 262->266 264 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 263->264 265 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 263->265 268 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 267->268 269 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 267->269 271 density ≤ 0.999 gini = 0.38 samples = 175 value = [0, 1, 22, 135, 17, 0, 0] 270->271 350 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 270->350 272 sulphates ≤ 0.805 gini = 0.349 samples = 165 value = [0, 1, 19, 131, 14, 0, 0] 271->272 343 total sulfur dioxide ≤ 160.5 gini = 0.66 samples = 10 value = [0, 0, 3, 4, 3, 0, 0] 271->343 273 chlorides ≤ 0.061 gini = 0.342 samples = 164 value = [0, 1, 19, 131, 13, 0, 0] 272->273 342 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 272->342 274 citric acid ≤ 0.725 gini = 0.317 samples = 153 value = [0, 1, 15, 125, 12, 0, 0] 273->274 337 citric acid ≤ 0.265 gini = 0.562 samples = 11 value = [0, 0, 4, 6, 1, 0, 0] 273->337 275 fixed acidity ≤ 7.95 gini = 0.309 samples = 152 value = [0, 1, 14, 125, 12, 0, 0] 274->275 336 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 274->336 276 free sulfur dioxide ≤ 54.5 gini = 0.293 samples = 149 value = [0, 0, 14, 124, 11, 0, 0] 275->276 331 chlorides ≤ 0.046 gini = 0.667 samples = 3 value = [0, 1, 0, 1, 1, 0, 0] 275->331 277 residual sugar ≤ 5.75 gini = 0.253 samples = 127 value = [0, 0, 9, 109, 9, 0, 0] 276->277 320 residual sugar ≤ 10.5 gini = 0.475 samples = 22 value = [0, 0, 5, 15, 2, 0, 0] 276->320 278 sulphates ≤ 0.425 gini = 0.477 samples = 32 value = [0, 0, 6, 22, 4, 0, 0] 277->278 295 density ≤ 0.993 gini = 0.158 samples = 95 value = [0, 0, 3, 87, 5, 0, 0] 277->295 279 fixed acidity ≤ 7.15 gini = 0.133 samples = 14 value = [0, 0, 1, 13, 0, 0, 0] 278->279 284 pH ≤ 3.325 gini = 0.623 samples = 18 value = [0, 0, 5, 9, 4, 0, 0] 278->284 280 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 279->280 281 sulphates ≤ 0.39 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 279->281 282 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 281->282 283 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 281->283 285 total sulfur dioxide ≤ 149.5 gini = 0.496 samples = 11 value = [0, 0, 5, 6, 0, 0, 0] 284->285 292 fixed acidity ≤ 6.65 gini = 0.49 samples = 7 value = [0, 0, 0, 3, 4, 0, 0] 284->292 286 free sulfur dioxide ≤ 24.5 gini = 0.469 samples = 8 value = [0, 0, 5, 3, 0, 0, 0] 285->286 291 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 285->291 287 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 286->287 288 fixed acidity ≤ 5.4 gini = 0.278 samples = 6 value = [0, 0, 5, 1, 0, 0, 0] 286->288 289 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 288->289 290 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 288->290 293 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 292->293 294 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 292->294 296 citric acid ≤ 0.33 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 295->296 299 pH ≤ 2.93 gini = 0.142 samples = 93 value = [0, 0, 3, 86, 4, 0, 0] 295->299 297 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 296->297 298 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 296->298 300 residual sugar ≤ 11.9 gini = 0.408 samples = 7 value = [0, 0, 0, 5, 2, 0, 0] 299->300 303 chlorides ≤ 0.057 gini = 0.111 samples = 86 value = [0, 0, 3, 81, 2, 0, 0] 299->303 301 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 300->301 302 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 300->302 304 density ≤ 0.999 gini = 0.077 samples = 76 value = [0, 0, 1, 73, 2, 0, 0] 303->304 317 residual sugar ≤ 7.025 gini = 0.32 samples = 10 value = [0, 0, 2, 8, 0, 0, 0] 303->317 305 total sulfur dioxide ≤ 94.5 gini = 0.053 samples = 73 value = [0, 0, 0, 71, 2, 0, 0] 304->305 314 free sulfur dioxide ≤ 49.0 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 304->314 306 density ≤ 0.997 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 1, 0, 0] 305->306 309 volatile acidity ≤ 0.115 gini = 0.029 samples = 69 value = [0, 0, 0, 68, 1, 0, 0] 305->309 307 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 306->307 308 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 306->308 310 total sulfur dioxide ≤ 109.5 gini = 0.278 samples = 6 value = [0, 0, 0, 5, 1, 0, 0] 309->310 313 gini = 0.0 samples = 63 value = [0, 0, 0, 63, 0, 0, 0] 309->313 311 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 310->311 312 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 310->312 315 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 314->315 316 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 314->316 318 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 317->318 319 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 317->319 321 free sulfur dioxide ≤ 72.5 gini = 0.153 samples = 12 value = [0, 0, 0, 11, 1, 0, 0] 320->321 324 free sulfur dioxide ≤ 59.0 gini = 0.58 samples = 10 value = [0, 0, 5, 4, 1, 0, 0] 320->324 322 gini = 0.0 samples = 11 value = [0, 0, 0, 11, 0, 0, 0] 321->322 323 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 321->323 325 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 324->325 326 chlorides ≤ 0.047 gini = 0.5 samples = 6 value = [0, 0, 1, 4, 1, 0, 0] 324->326 327 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 326->327 328 residual sugar ≤ 13.45 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 326->328 329 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 328->329 330 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 328->330 332 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 331->332 333 citric acid ≤ 0.445 gini = 0.5 samples = 2 value = [0, 1, 0, 0, 1, 0, 0] 331->333 334 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 333->334 335 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 333->335 338 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 337->338 339 density ≤ 0.997 gini = 0.32 samples = 5 value = [0, 0, 4, 0, 1, 0, 0] 337->339 340 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 339->340 341 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 339->341 344 chlorides ≤ 0.054 gini = 0.48 samples = 5 value = [0, 0, 3, 0, 2, 0, 0] 343->344 347 citric acid ≤ 0.335 gini = 0.32 samples = 5 value = [0, 0, 0, 4, 1, 0, 0] 343->347 345 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 344->345 346 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 344->346 348 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 347->348 349 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 347->349 352 residual sugar ≤ 16.3 gini = 0.583 samples = 95 value = [0, 3, 40, 46, 6, 0, 0] 351->352 415 pH ≤ 3.225 gini = 0.468 samples = 60 value = [0, 0, 11, 42, 5, 2, 0] 351->415 353 residual sugar ≤ 12.025 gini = 0.589 samples = 90 value = [0, 3, 40, 41, 6, 0, 0] 352->353 414 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 352->414 354 residual sugar ≤ 10.35 gini = 0.566 samples = 69 value = [0, 2, 26, 37, 4, 0, 0] 353->354 399 pH ≤ 3.35 gini = 0.508 samples = 21 value = [0, 1, 14, 4, 2, 0, 0] 353->399 355 pH ≤ 3.185 gini = 0.583 samples = 63 value = [0, 2, 26, 31, 4, 0, 0] 354->355 398 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 354->398 356 density ≤ 0.996 gini = 0.58 samples = 38 value = [0, 1, 20, 14, 3, 0, 0] 355->356 383 density ≤ 0.996 gini = 0.477 samples = 25 value = [0, 1, 6, 17, 1, 0, 0] 355->383 357 chlorides ≤ 0.134 gini = 0.525 samples = 32 value = [0, 1, 20, 9, 2, 0, 0] 356->357 380 total sulfur dioxide ≤ 183.5 gini = 0.278 samples = 6 value = [0, 0, 0, 5, 1, 0, 0] 356->380 358 free sulfur dioxide ≤ 10.5 gini = 0.426 samples = 26 value = [0, 1, 19, 5, 1, 0, 0] 357->358 375 chlorides ≤ 0.142 gini = 0.5 samples = 6 value = [0, 0, 1, 4, 1, 0, 0] 357->375 359 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 358->359 360 fixed acidity ≤ 8.95 gini = 0.354 samples = 24 value = [0, 1, 19, 3, 1, 0, 0] 358->360 361 citric acid ≤ 0.65 gini = 0.299 samples = 23 value = [0, 0, 19, 3, 1, 0, 0] 360->361 374 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 360->374 362 alcohol ≤ 9.567 gini = 0.244 samples = 22 value = [0, 0, 19, 2, 1, 0, 0] 361->362 373 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 361->373 363 gini = 0.0 samples = 12 value = [0, 0, 12, 0, 0, 0, 0] 362->363 364 alcohol ≤ 9.65 gini = 0.46 samples = 10 value = [0, 0, 7, 2, 1, 0, 0] 362->364 365 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 364->365 366 fixed acidity ≤ 6.95 gini = 0.37 samples = 9 value = [0, 0, 7, 1, 1, 0, 0] 364->366 367 total sulfur dioxide ≤ 121.0 gini = 0.667 samples = 3 value = [0, 0, 1, 1, 1, 0, 0] 366->367 372 gini = 0.0 samples = 6 value = [0, 0, 6, 0, 0, 0, 0] 366->372 368 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 367->368 369 sulphates ≤ 0.68 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 367->369 370 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 369->370 371 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 369->371 376 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 375->376 377 sulphates ≤ 0.47 gini = 0.32 samples = 5 value = [0, 0, 1, 4, 0, 0, 0] 375->377 378 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 377->378 379 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 377->379 381 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 380->381 382 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 380->382 384 fixed acidity ≤ 6.15 gini = 0.322 samples = 21 value = [0, 0, 3, 17, 1, 0, 0] 383->384 395 alcohol ≤ 9.6 gini = 0.375 samples = 4 value = [0, 1, 3, 0, 0, 0, 0] 383->395 385 free sulfur dioxide ≤ 29.0 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 384->385 388 sulphates ≤ 0.755 gini = 0.204 samples = 18 value = [0, 0, 1, 16, 1, 0, 0] 384->388 386 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 385->386 387 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 385->387 389 density ≤ 0.993 gini = 0.111 samples = 17 value = [0, 0, 0, 16, 1, 0, 0] 388->389 394 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 388->394 390 volatile acidity ≤ 0.215 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 389->390 393 gini = 0.0 samples = 15 value = [0, 0, 0, 15, 0, 0, 0] 389->393 391 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 390->391 392 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 390->392 396 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 395->396 397 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 395->397 400 chlorides ≤ 0.061 gini = 0.272 samples = 13 value = [0, 1, 11, 1, 0, 0, 0] 399->400 407 pH ≤ 3.385 gini = 0.656 samples = 8 value = [0, 0, 3, 3, 2, 0, 0] 399->407 401 total sulfur dioxide ≤ 122.0 gini = 0.153 samples = 12 value = [0, 0, 11, 1, 0, 0, 0] 400->401 406 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 400->406 402 volatile acidity ≤ 0.225 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 401->402 405 gini = 0.0 samples = 10 value = [0, 0, 10, 0, 0, 0, 0] 401->405 403 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 402->403 404 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 402->404 408 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 407->408 409 citric acid ≤ 0.315 gini = 0.5 samples = 6 value = [0, 0, 3, 3, 0, 0, 0] 407->409 410 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 409->410 411 total sulfur dioxide ≤ 180.5 gini = 0.375 samples = 4 value = [0, 0, 1, 3, 0, 0, 0] 409->411 412 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 411->412 413 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 411->413 416 residual sugar ≤ 10.925 gini = 0.549 samples = 31 value = [0, 0, 10, 18, 3, 0, 0] 415->416 435 total sulfur dioxide ≤ 100.0 gini = 0.304 samples = 29 value = [0, 0, 1, 24, 2, 2, 0] 415->435 417 citric acid ≤ 0.335 gini = 0.506 samples = 26 value = [0, 0, 6, 17, 3, 0, 0] 416->417 432 citric acid ≤ 0.365 gini = 0.32 samples = 5 value = [0, 0, 4, 1, 0, 0, 0] 416->432 418 alcohol ≤ 10.65 gini = 0.24 samples = 15 value = [0, 0, 1, 13, 1, 0, 0] 417->418 425 free sulfur dioxide ≤ 22.5 gini = 0.628 samples = 11 value = [0, 0, 5, 4, 2, 0, 0] 417->425 419 gini = 0.0 samples = 11 value = [0, 0, 0, 11, 0, 0, 0] 418->419 420 free sulfur dioxide ≤ 31.0 gini = 0.625 samples = 4 value = [0, 0, 1, 2, 1, 0, 0] 418->420 421 pH ≤ 3.135 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 420->421 424 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 420->424 422 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 421->422 423 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 421->423 426 fixed acidity ≤ 6.85 gini = 0.32 samples = 5 value = [0, 0, 1, 4, 0, 0, 0] 425->426 429 volatile acidity ≤ 0.215 gini = 0.444 samples = 6 value = [0, 0, 4, 0, 2, 0, 0] 425->429 427 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 426->427 428 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 426->428 430 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 429->430 431 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 429->431 433 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 432->433 434 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 432->434 436 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 435->436 437 fixed acidity ≤ 5.4 gini = 0.203 samples = 27 value = [0, 0, 1, 24, 2, 0, 0] 435->437 438 citric acid ≤ 0.33 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 437->438 441 volatile acidity ≤ 0.225 gini = 0.147 samples = 25 value = [0, 0, 0, 23, 2, 0, 0] 437->441 439 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 438->439 440 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 438->440 442 gini = 0.0 samples = 18 value = [0, 0, 0, 18, 0, 0, 0] 441->442 443 free sulfur dioxide ≤ 42.5 gini = 0.408 samples = 7 value = [0, 0, 0, 5, 2, 0, 0] 441->443 444 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 443->444 445 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 443->445 447 pH ≤ 3.29 gini = 0.245 samples = 7 value = [0, 0, 1, 0, 0, 6, 0] 446->447 450 free sulfur dioxide ≤ 39.5 gini = 0.662 samples = 42 value = [1, 1, 13, 19, 8, 0, 0] 446->450 448 gini = 0.0 samples = 6 value = [0, 0, 0, 0, 0, 6, 0] 447->448 449 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 447->449 451 total sulfur dioxide ≤ 206.0 gini = 0.165 samples = 11 value = [1, 0, 0, 10, 0, 0, 0] 450->451 454 citric acid ≤ 0.27 gini = 0.672 samples = 31 value = [0, 1, 13, 9, 8, 0, 0] 450->454 452 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 451->452 453 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 451->453 455 gini = 0.0 samples = 7 value = [0, 0, 7, 0, 0, 0, 0] 454->455 456 chlorides ≤ 0.049 gini = 0.684 samples = 24 value = [0, 1, 6, 9, 8, 0, 0] 454->456 457 volatile acidity ≤ 0.163 gini = 0.551 samples = 15 value = [0, 0, 4, 9, 2, 0, 0] 456->457 466 volatile acidity ≤ 0.2 gini = 0.494 samples = 9 value = [0, 1, 2, 0, 6, 0, 0] 456->466 458 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 457->458 459 total sulfur dioxide ≤ 246.5 gini = 0.426 samples = 13 value = [0, 0, 4, 9, 0, 0, 0] 457->459 460 sulphates ≤ 0.42 gini = 0.298 samples = 11 value = [0, 0, 2, 9, 0, 0, 0] 459->460 465 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 459->465 461 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 460->461 462 sulphates ≤ 0.74 gini = 0.18 samples = 10 value = [0, 0, 1, 9, 0, 0, 0] 460->462 463 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 462->463 464 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 462->464 467 gini = 0.0 samples = 5 value = [0, 0, 0, 0, 5, 0, 0] 466->467 468 citric acid ≤ 0.43 gini = 0.625 samples = 4 value = [0, 1, 2, 0, 1, 0, 0] 466->468 469 residual sugar ≤ 2.9 gini = 0.5 samples = 2 value = [0, 1, 0, 0, 1, 0, 0] 468->469 472 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 468->472 470 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 469->470 471 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 469->471 474 volatile acidity ≤ 0.303 gini = 0.523 samples = 911 value = [2, 49, 564, 273, 22, 1, 0] 473->474 903 free sulfur dioxide ≤ 16.5 gini = 0.625 samples = 524 value = [3, 36, 197, 248, 35, 4, 1] 473->903 475 citric acid ≤ 0.265 gini = 0.56 samples = 453 value = [1, 16, 246, 171, 18, 1, 0] 474->475 688 pH ≤ 3.245 gini = 0.463 samples = 458 value = [1, 33, 318, 102, 4, 0, 0] 474->688 476 pH ≤ 3.435 gini = 0.481 samples = 123 value = [1, 8, 83, 30, 1, 0, 0] 475->476 533 alcohol ≤ 8.75 gini = 0.57 samples = 330 value = [0, 8, 163, 141, 17, 1, 0] 475->533 477 pH ≤ 3.055 gini = 0.439 samples = 118 value = [0, 5, 83, 30, 0, 0, 0] 476->477 528 citric acid ≤ 0.25 gini = 0.56 samples = 5 value = [1, 3, 0, 0, 1, 0, 0] 476->528 478 chlorides ≤ 0.054 gini = 0.645 samples = 11 value = [0, 3, 3, 5, 0, 0, 0] 477->478 485 chlorides ≤ 0.039 gini = 0.386 samples = 107 value = [0, 2, 80, 25, 0, 0, 0] 477->485 479 alcohol ≤ 9.15 gini = 0.469 samples = 8 value = [0, 0, 3, 5, 0, 0, 0] 478->479 484 gini = 0.0 samples = 3 value = [0, 3, 0, 0, 0, 0, 0] 478->484 480 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 479->480 481 chlorides ≤ 0.038 gini = 0.278 samples = 6 value = [0, 0, 1, 5, 0, 0, 0] 479->481 482 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 481->482 483 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 481->483 486 total sulfur dioxide ≤ 131.5 gini = 0.49 samples = 14 value = [0, 0, 6, 8, 0, 0, 0] 485->486 495 alcohol ≤ 8.75 gini = 0.333 samples = 93 value = [0, 2, 74, 17, 0, 0, 0] 485->495 487 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 486->487 488 density ≤ 0.997 gini = 0.32 samples = 10 value = [0, 0, 2, 8, 0, 0, 0] 486->488 489 sulphates ≤ 0.365 gini = 0.198 samples = 9 value = [0, 0, 1, 8, 0, 0, 0] 488->489 494 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 488->494 490 chlorides ≤ 0.038 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 489->490 493 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 489->493 491 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 490->491 492 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 490->492 496 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 495->496 497 residual sugar ≤ 11.95 gini = 0.304 samples = 91 value = [0, 0, 74, 17, 0, 0, 0] 495->497 498 pH ≤ 3.375 gini = 0.175 samples = 62 value = [0, 0, 56, 6, 0, 0, 0] 497->498 515 volatile acidity ≤ 0.265 gini = 0.471 samples = 29 value = [0, 0, 18, 11, 0, 0, 0] 497->515 499 chlorides ≤ 0.042 gini = 0.15 samples = 61 value = [0, 0, 56, 5, 0, 0, 0] 498->499 514 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 498->514 500 pH ≤ 3.17 gini = 0.444 samples = 6 value = [0, 0, 4, 2, 0, 0, 0] 499->500 505 chlorides ≤ 0.089 gini = 0.103 samples = 55 value = [0, 0, 52, 3, 0, 0, 0] 499->505 501 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 500->501 502 alcohol ≤ 9.4 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 500->502 503 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 502->503 504 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 502->504 506 sulphates ≤ 0.405 gini = 0.073 samples = 53 value = [0, 0, 51, 2, 0, 0, 0] 505->506 511 sulphates ≤ 0.485 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 505->511 507 sulphates ≤ 0.395 gini = 0.32 samples = 10 value = [0, 0, 8, 2, 0, 0, 0] 506->507 510 gini = 0.0 samples = 43 value = [0, 0, 43, 0, 0, 0, 0] 506->510 508 gini = 0.0 samples = 8 value = [0, 0, 8, 0, 0, 0, 0] 507->508 509 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 507->509 512 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 511->512 513 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 511->513 516 total sulfur dioxide ≤ 135.5 gini = 0.165 samples = 11 value = [0, 0, 10, 1, 0, 0, 0] 515->516 519 chlorides ≤ 0.046 gini = 0.494 samples = 18 value = [0, 0, 8, 10, 0, 0, 0] 515->519 517 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 516->517 518 gini = 0.0 samples = 10 value = [0, 0, 10, 0, 0, 0, 0] 516->518 520 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 519->520 521 volatile acidity ≤ 0.295 gini = 0.355 samples = 13 value = [0, 0, 3, 10, 0, 0, 0] 519->521 522 free sulfur dioxide ≤ 52.0 gini = 0.165 samples = 11 value = [0, 0, 1, 10, 0, 0, 0] 521->522 527 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 521->527 523 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 522->523 524 alcohol ≤ 9.45 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 522->524 525 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 524->525 526 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 524->526 529 pH ≤ 3.465 gini = 0.375 samples = 4 value = [0, 3, 0, 0, 1, 0, 0] 528->529 532 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 528->532 530 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 529->530 531 gini = 0.0 samples = 3 value = [0, 3, 0, 0, 0, 0, 0] 529->531 534 chlorides ≤ 0.068 gini = 0.091 samples = 21 value = [0, 0, 20, 1, 0, 0, 0] 533->534 537 total sulfur dioxide ≤ 136.5 gini = 0.577 samples = 309 value = [0, 8, 143, 140, 17, 1, 0] 533->537 535 gini = 0.0 samples = 20 value = [0, 0, 20, 0, 0, 0, 0] 534->535 536 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 534->536 538 residual sugar ≤ 1.05 gini = 0.423 samples = 46 value = [0, 0, 14, 32, 0, 0, 0] 537->538 555 free sulfur dioxide ≤ 67.5 gini = 0.586 samples = 263 value = [0, 8, 129, 108, 17, 1, 0] 537->555 539 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 538->539 540 fixed acidity ≤ 8.0 gini = 0.343 samples = 41 value = [0, 0, 9, 32, 0, 0, 0] 538->540 541 free sulfur dioxide ≤ 45.0 gini = 0.234 samples = 37 value = [0, 0, 5, 32, 0, 0, 0] 540->541 554 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 540->554 542 sulphates ≤ 0.375 gini = 0.161 samples = 34 value = [0, 0, 3, 31, 0, 0, 0] 541->542 551 pH ≤ 3.065 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 541->551 543 chlorides ≤ 0.045 gini = 0.48 samples = 5 value = [0, 0, 2, 3, 0, 0, 0] 542->543 546 alcohol ≤ 9.75 gini = 0.067 samples = 29 value = [0, 0, 1, 28, 0, 0, 0] 542->546 544 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 543->544 545 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 543->545 547 gini = 0.0 samples = 25 value = [0, 0, 0, 25, 0, 0, 0] 546->547 548 sulphates ≤ 0.475 gini = 0.375 samples = 4 value = [0, 0, 1, 3, 0, 0, 0] 546->548 549 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 548->549 550 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 548->550 552 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 551->552 553 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 551->553 556 fixed acidity ≤ 6.95 gini = 0.586 samples = 244 value = [0, 8, 125, 93, 17, 1, 0] 555->556 681 alcohol ≤ 9.45 gini = 0.332 samples = 19 value = [0, 0, 4, 15, 0, 0, 0] 555->681 557 pH ≤ 3.205 gini = 0.52 samples = 136 value = [0, 5, 82, 46, 2, 1, 0] 556->557 628 residual sugar ≤ 2.3 gini = 0.632 samples = 108 value = [0, 3, 43, 47, 15, 0, 0] 556->628 558 citric acid ≤ 0.435 gini = 0.464 samples = 94 value = [0, 4, 64, 25, 1, 0, 0] 557->558 601 free sulfur dioxide ≤ 55.5 gini = 0.565 samples = 42 value = [0, 1, 18, 21, 1, 1, 0] 557->601 559 alcohol ≤ 9.45 gini = 0.55 samples = 49 value = [0, 2, 26, 20, 1, 0, 0] 558->559 590 volatile acidity ≤ 0.265 gini = 0.273 samples = 45 value = [0, 2, 38, 5, 0, 0, 0] 558->590 560 sulphates ≤ 0.505 gini = 0.501 samples = 40 value = [0, 2, 25, 13, 0, 0, 0] 559->560 585 residual sugar ≤ 4.95 gini = 0.37 samples = 9 value = [0, 0, 1, 7, 1, 0, 0] 559->585 561 residual sugar ≤ 7.4 gini = 0.415 samples = 34 value = [0, 0, 24, 10, 0, 0, 0] 560->561 580 residual sugar ≤ 8.15 gini = 0.611 samples = 6 value = [0, 2, 1, 3, 0, 0, 0] 560->580 562 fixed acidity ≤ 6.65 gini = 0.5 samples = 12 value = [0, 0, 6, 6, 0, 0, 0] 561->562 571 total sulfur dioxide ≤ 145.0 gini = 0.298 samples = 22 value = [0, 0, 18, 4, 0, 0, 0] 561->571 563 fixed acidity ≤ 5.65 gini = 0.444 samples = 9 value = [0, 0, 6, 3, 0, 0, 0] 562->563 570 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 562->570 564 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 563->564 565 residual sugar ≤ 6.55 gini = 0.375 samples = 8 value = [0, 0, 6, 2, 0, 0, 0] 563->565 566 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 565->566 567 free sulfur dioxide ≤ 60.5 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 565->567 568 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 567->568 569 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 567->569 572 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 571->572 573 citric acid ≤ 0.325 gini = 0.245 samples = 21 value = [0, 0, 18, 3, 0, 0, 0] 571->573 574 total sulfur dioxide ≤ 176.5 gini = 0.469 samples = 8 value = [0, 0, 5, 3, 0, 0, 0] 573->574 579 gini = 0.0 samples = 13 value = [0, 0, 13, 0, 0, 0, 0] 573->579 575 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 574->575 576 citric acid ≤ 0.28 gini = 0.375 samples = 4 value = [0, 0, 1, 3, 0, 0, 0] 574->576 577 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 576->577 578 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 576->578 581 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 580->581 582 fixed acidity ≤ 6.45 gini = 0.444 samples = 3 value = [0, 2, 1, 0, 0, 0, 0] 580->582 583 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 582->583 584 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 582->584 586 density ≤ 0.994 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 585->586 589 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 585->589 587 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 586->587 588 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 586->588 591 gini = 0.0 samples = 24 value = [0, 0, 24, 0, 0, 0, 0] 590->591 592 citric acid ≤ 0.48 gini = 0.49 samples = 21 value = [0, 2, 14, 5, 0, 0, 0] 590->592 593 gini = 0.0 samples = 11 value = [0, 0, 11, 0, 0, 0, 0] 592->593 594 total sulfur dioxide ≤ 193.0 gini = 0.62 samples = 10 value = [0, 2, 3, 5, 0, 0, 0] 592->594 595 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 594->595 596 volatile acidity ≤ 0.275 gini = 0.611 samples = 6 value = [0, 2, 3, 1, 0, 0, 0] 594->596 597 residual sugar ≤ 7.7 gini = 0.444 samples = 3 value = [0, 2, 0, 1, 0, 0, 0] 596->597 600 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 596->600 598 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 597->598 599 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 597->599 602 citric acid ≤ 0.435 gini = 0.547 samples = 32 value = [0, 1, 10, 19, 1, 1, 0] 601->602 623 sulphates ≤ 0.515 gini = 0.32 samples = 10 value = [0, 0, 8, 2, 0, 0, 0] 601->623 603 sulphates ≤ 0.455 gini = 0.583 samples = 22 value = [0, 0, 10, 10, 1, 1, 0] 602->603 620 fixed acidity ≤ 6.85 gini = 0.18 samples = 10 value = [0, 1, 0, 9, 0, 0, 0] 602->620 604 pH ≤ 3.295 gini = 0.278 samples = 6 value = [0, 0, 5, 1, 0, 0, 0] 603->604 607 chlorides ≤ 0.041 gini = 0.578 samples = 16 value = [0, 0, 5, 9, 1, 1, 0] 603->607 605 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 604->605 606 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 604->606 608 residual sugar ≤ 11.65 gini = 0.625 samples = 4 value = [0, 0, 2, 0, 1, 1, 0] 607->608 613 total sulfur dioxide ≤ 183.0 gini = 0.375 samples = 12 value = [0, 0, 3, 9, 0, 0, 0] 607->613 609 pH ≤ 3.385 gini = 0.5 samples = 2 value = [0, 0, 0, 0, 1, 1, 0] 608->609 612 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 608->612 610 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 609->610 611 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 609->611 614 chlorides ≤ 0.065 gini = 0.198 samples = 9 value = [0, 0, 1, 8, 0, 0, 0] 613->614 617 volatile acidity ≤ 0.27 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 613->617 615 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 614->615 616 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 614->616 618 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 617->618 619 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 617->619 621 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 620->621 622 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 620->622 624 gini = 0.0 samples = 6 value = [0, 0, 6, 0, 0, 0, 0] 623->624 625 sulphates ≤ 0.545 gini = 0.5 samples = 4 value = [0, 0, 2, 2, 0, 0, 0] 623->625 626 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 625->626 627 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 625->627 629 gini = 0.0 samples = 10 value = [0, 0, 10, 0, 0, 0, 0] 628->629 630 residual sugar ≤ 13.35 gini = 0.632 samples = 98 value = [0, 3, 33, 47, 15, 0, 0] 628->630 631 alcohol ≤ 9.05 gini = 0.51 samples = 48 value = [0, 2, 15, 30, 1, 0, 0] 630->631 654 pH ≤ 3.055 gini = 0.676 samples = 50 value = [0, 1, 18, 17, 14, 0, 0] 630->654 632 pH ≤ 3.065 gini = 0.591 samples = 22 value = [0, 2, 12, 7, 1, 0, 0] 631->632 647 sulphates ≤ 0.415 gini = 0.204 samples = 26 value = [0, 0, 3, 23, 0, 0, 0] 631->647 633 free sulfur dioxide ≤ 43.0 gini = 0.406 samples = 8 value = [0, 0, 1, 6, 1, 0, 0] 632->633 638 citric acid ≤ 0.625 gini = 0.357 samples = 14 value = [0, 2, 11, 1, 0, 0, 0] 632->638 634 total sulfur dioxide ≤ 169.0 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 633->634 637 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 633->637 635 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 634->635 636 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 634->636 639 pH ≤ 3.125 gini = 0.272 samples = 13 value = [0, 1, 11, 1, 0, 0, 0] 638->639 646 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 638->646 640 gini = 0.0 samples = 8 value = [0, 0, 8, 0, 0, 0, 0] 639->640 641 volatile acidity ≤ 0.25 gini = 0.56 samples = 5 value = [0, 1, 3, 1, 0, 0, 0] 639->641 642 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 641->642 643 total sulfur dioxide ≤ 170.5 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 641->643 644 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 643->644 645 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 643->645 648 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 647->648 649 total sulfur dioxide ≤ 228.0 gini = 0.08 samples = 24 value = [0, 0, 1, 23, 0, 0, 0] 647->649 650 gini = 0.0 samples = 22 value = [0, 0, 0, 22, 0, 0, 0] 649->650 651 chlorides ≤ 0.044 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 649->651 652 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 651->652 653 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 651->653 655 free sulfur dioxide ≤ 36.0 gini = 0.455 samples = 20 value = [0, 0, 7, 13, 0, 0, 0] 654->655 664 pH ≤ 3.14 gini = 0.629 samples = 30 value = [0, 1, 11, 4, 14, 0, 0] 654->664 656 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 655->656 657 residual sugar ≤ 13.75 gini = 0.36 samples = 17 value = [0, 0, 4, 13, 0, 0, 0] 655->657 658 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 657->658 659 total sulfur dioxide ≤ 231.0 gini = 0.231 samples = 15 value = [0, 0, 2, 13, 0, 0, 0] 657->659 660 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 659->660 661 free sulfur dioxide ≤ 46.5 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 659->661 662 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 661->662 663 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 661->663 665 chlorides ≤ 0.048 gini = 0.338 samples = 15 value = [0, 0, 1, 2, 12, 0, 0] 664->665 672 chlorides ≤ 0.044 gini = 0.516 samples = 15 value = [0, 1, 10, 2, 2, 0, 0] 664->672 666 total sulfur dioxide ≤ 197.0 gini = 0.625 samples = 4 value = [0, 0, 1, 2, 1, 0, 0] 665->666 671 gini = 0.0 samples = 11 value = [0, 0, 0, 0, 11, 0, 0] 665->671 667 citric acid ≤ 0.41 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 666->667 670 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 666->670 668 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 667->668 669 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 667->669 673 chlorides ≤ 0.041 gini = 0.64 samples = 5 value = [0, 0, 1, 2, 2, 0, 0] 672->673 678 free sulfur dioxide ≤ 36.0 gini = 0.18 samples = 10 value = [0, 1, 9, 0, 0, 0, 0] 672->678 674 residual sugar ≤ 15.45 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 2, 0, 0] 673->674 677 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 673->677 675 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 674->675 676 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 674->676 679 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 678->679 680 gini = 0.0 samples = 9 value = [0, 0, 9, 0, 0, 0, 0] 678->680 682 free sulfur dioxide ≤ 73.75 gini = 0.494 samples = 9 value = [0, 0, 4, 5, 0, 0, 0] 681->682 687 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 681->687 683 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 682->683 684 total sulfur dioxide ≤ 180.5 gini = 0.32 samples = 5 value = [0, 0, 4, 1, 0, 0, 0] 682->684 685 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 684->685 686 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 684->686 689 density ≤ 0.993 gini = 0.417 samples = 367 value = [1, 24, 270, 71, 1, 0, 0] 688->689 840 residual sugar ≤ 10.05 gini = 0.595 samples = 91 value = [0, 9, 48, 31, 3, 0, 0] 688->840 690 chlorides ≤ 0.079 gini = 0.615 samples = 19 value = [0, 3, 7, 9, 0, 0, 0] 689->690 703 density ≤ 1.001 gini = 0.393 samples = 348 value = [1, 21, 263, 62, 1, 0, 0] 689->703 691 total sulfur dioxide ≤ 113.0 gini = 0.586 samples = 16 value = [0, 3, 4, 9, 0, 0, 0] 690->691 702 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 690->702 692 pH ≤ 3.18 gini = 0.611 samples = 6 value = [0, 2, 3, 1, 0, 0, 0] 691->692 697 citric acid ≤ 0.345 gini = 0.34 samples = 10 value = [0, 1, 1, 8, 0, 0, 0] 691->697 693 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 692->693 694 pH ≤ 3.235 gini = 0.375 samples = 4 value = [0, 0, 3, 1, 0, 0, 0] 692->694 695 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 694->695 696 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 694->696 698 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 697->698 699 fixed acidity ≤ 6.7 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 697->699 700 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 699->700 701 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 699->701 704 free sulfur dioxide ≤ 11.5 gini = 0.386 samples = 345 value = [1, 21, 263, 59, 1, 0, 0] 703->704 839 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 703->839 705 residual sugar ≤ 1.45 gini = 0.497 samples = 24 value = [1, 8, 15, 0, 0, 0, 0] 704->705 718 fixed acidity ≤ 6.65 gini = 0.368 samples = 321 value = [0, 13, 248, 59, 1, 0, 0] 704->718 706 gini = 0.0 samples = 4 value = [0, 4, 0, 0, 0, 0, 0] 705->706 707 volatile acidity ≤ 0.525 gini = 0.395 samples = 20 value = [1, 4, 15, 0, 0, 0, 0] 705->707 708 chlorides ≤ 0.038 gini = 0.29 samples = 18 value = [1, 2, 15, 0, 0, 0, 0] 707->708 717 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 707->717 709 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 708->709 710 alcohol ≤ 8.6 gini = 0.215 samples = 17 value = [1, 1, 15, 0, 0, 0, 0] 708->710 711 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 710->711 712 alcohol ≤ 9.15 gini = 0.117 samples = 16 value = [1, 0, 15, 0, 0, 0, 0] 710->712 713 citric acid ≤ 0.25 gini = 0.32 samples = 5 value = [1, 0, 4, 0, 0, 0, 0] 712->713 716 gini = 0.0 samples = 11 value = [0, 0, 11, 0, 0, 0, 0] 712->716 714 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 713->714 715 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 713->715 719 residual sugar ≤ 10.45 gini = 0.437 samples = 109 value = [0, 3, 76, 30, 0, 0, 0] 718->719 770 chlorides ≤ 0.036 gini = 0.321 samples = 212 value = [0, 10, 172, 29, 1, 0, 0] 718->770 720 sulphates ≤ 0.395 gini = 0.314 samples = 68 value = [0, 1, 55, 12, 0, 0, 0] 719->720 745 volatile acidity ≤ 0.335 gini = 0.543 samples = 41 value = [0, 2, 21, 18, 0, 0, 0] 719->745 721 fixed acidity ≤ 6.55 gini = 0.56 samples = 5 value = [0, 1, 1, 3, 0, 0, 0] 720->721 726 citric acid ≤ 0.365 gini = 0.245 samples = 63 value = [0, 0, 54, 9, 0, 0, 0] 720->726 722 sulphates ≤ 0.355 gini = 0.375 samples = 4 value = [0, 1, 0, 3, 0, 0, 0] 721->722 725 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 721->725 723 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 722->723 724 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 722->724 727 chlorides ≤ 0.093 gini = 0.1 samples = 38 value = [0, 0, 36, 2, 0, 0, 0] 726->727 734 citric acid ≤ 0.405 gini = 0.403 samples = 25 value = [0, 0, 18, 7, 0, 0, 0] 726->734 728 gini = 0.0 samples = 33 value = [0, 0, 33, 0, 0, 0, 0] 727->728 729 free sulfur dioxide ≤ 54.25 gini = 0.48 samples = 5 value = [0, 0, 3, 2, 0, 0, 0] 727->729 730 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 729->730 731 total sulfur dioxide ≤ 182.0 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 729->731 732 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 731->732 733 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 731->733 735 alcohol ≤ 9.575 gini = 0.408 samples = 7 value = [0, 0, 2, 5, 0, 0, 0] 734->735 740 alcohol ≤ 9.55 gini = 0.198 samples = 18 value = [0, 0, 16, 2, 0, 0, 0] 734->740 736 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 735->736 737 residual sugar ≤ 5.625 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 735->737 738 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 737->738 739 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 737->739 741 gini = 0.0 samples = 11 value = [0, 0, 11, 0, 0, 0, 0] 740->741 742 density ≤ 0.995 gini = 0.408 samples = 7 value = [0, 0, 5, 2, 0, 0, 0] 740->742 743 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 742->743 744 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 742->744 746 citric acid ≤ 0.555 gini = 0.26 samples = 13 value = [0, 0, 11, 2, 0, 0, 0] 745->746 751 pH ≤ 3.175 gini = 0.541 samples = 28 value = [0, 2, 10, 16, 0, 0, 0] 745->751 747 density ≤ 0.999 gini = 0.153 samples = 12 value = [0, 0, 11, 1, 0, 0, 0] 746->747 750 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 746->750 748 gini = 0.0 samples = 11 value = [0, 0, 11, 0, 0, 0, 0] 747->748 749 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 747->749 752 fixed acidity ≤ 6.15 gini = 0.431 samples = 21 value = [0, 1, 5, 15, 0, 0, 0] 751->752 765 volatile acidity ≤ 0.505 gini = 0.449 samples = 7 value = [0, 1, 5, 1, 0, 0, 0] 751->765 753 free sulfur dioxide ≤ 29.5 gini = 0.5 samples = 8 value = [0, 0, 4, 4, 0, 0, 0] 752->753 758 free sulfur dioxide ≤ 61.0 gini = 0.272 samples = 13 value = [0, 1, 1, 11, 0, 0, 0] 752->758 754 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 753->754 755 free sulfur dioxide ≤ 55.5 gini = 0.444 samples = 6 value = [0, 0, 4, 2, 0, 0, 0] 753->755 756 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 755->756 757 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 755->757 759 volatile acidity ≤ 0.345 gini = 0.153 samples = 12 value = [0, 1, 0, 11, 0, 0, 0] 758->759 764 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 758->764 760 sulphates ≤ 0.505 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 759->760 763 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 759->763 761 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 760->761 762 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 760->762 766 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 765->766 767 pH ≤ 3.195 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 765->767 768 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 767->768 769 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 767->769 771 volatile acidity ≤ 0.385 gini = 0.58 samples = 10 value = [0, 1, 4, 5, 0, 0, 0] 770->771 776 total sulfur dioxide ≤ 71.5 gini = 0.292 samples = 202 value = [0, 9, 168, 24, 1, 0, 0] 770->776 772 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 771->772 773 total sulfur dioxide ≤ 116.0 gini = 0.32 samples = 5 value = [0, 1, 4, 0, 0, 0, 0] 771->773 774 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 773->774 775 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 773->775 777 fixed acidity ≤ 6.9 gini = 0.625 samples = 4 value = [0, 1, 1, 2, 0, 0, 0] 776->777 782 total sulfur dioxide ≤ 188.5 gini = 0.275 samples = 198 value = [0, 8, 167, 22, 1, 0, 0] 776->782 778 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 777->778 779 total sulfur dioxide ≤ 61.5 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 777->779 780 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 779->780 781 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 779->781 783 citric acid ≤ 0.11 gini = 0.175 samples = 127 value = [0, 4, 115, 8, 0, 0, 0] 782->783 816 density ≤ 0.997 gini = 0.421 samples = 71 value = [0, 4, 52, 14, 1, 0, 0] 782->816 784 pH ≤ 3.205 gini = 0.5 samples = 4 value = [0, 2, 2, 0, 0, 0, 0] 783->784 787 volatile acidity ≤ 0.315 gini = 0.151 samples = 123 value = [0, 2, 113, 8, 0, 0, 0] 783->787 785 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 784->785 786 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 784->786 788 residual sugar ≤ 11.95 gini = 0.37 samples = 18 value = [0, 2, 14, 2, 0, 0, 0] 787->788 797 residual sugar ≤ 1.75 gini = 0.108 samples = 105 value = [0, 0, 99, 6, 0, 0, 0] 787->797 789 chlorides ≤ 0.063 gini = 0.124 samples = 15 value = [0, 0, 14, 1, 0, 0, 0] 788->789 794 alcohol ≤ 9.4 gini = 0.444 samples = 3 value = [0, 2, 0, 1, 0, 0, 0] 788->794 790 gini = 0.0 samples = 13 value = [0, 0, 13, 0, 0, 0, 0] 789->790 791 density ≤ 0.995 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 789->791 792 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 791->792 793 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 791->793 795 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 794->795 796 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 794->796 798 volatile acidity ≤ 0.377 gini = 0.278 samples = 18 value = [0, 0, 15, 3, 0, 0, 0] 797->798 805 fixed acidity ≤ 8.5 gini = 0.067 samples = 87 value = [0, 0, 84, 3, 0, 0, 0] 797->805 799 gini = 0.0 samples = 12 value = [0, 0, 12, 0, 0, 0, 0] 798->799 800 density ≤ 0.994 gini = 0.5 samples = 6 value = [0, 0, 3, 3, 0, 0, 0] 798->800 801 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 800->801 802 density ≤ 0.995 gini = 0.375 samples = 4 value = [0, 0, 1, 3, 0, 0, 0] 800->802 803 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 802->803 804 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 802->804 806 citric acid ≤ 0.615 gini = 0.045 samples = 86 value = [0, 0, 84, 2, 0, 0, 0] 805->806 815 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 805->815 807 volatile acidity ≤ 0.335 gini = 0.025 samples = 78 value = [0, 0, 77, 1, 0, 0, 0] 806->807 812 volatile acidity ≤ 0.405 gini = 0.219 samples = 8 value = [0, 0, 7, 1, 0, 0, 0] 806->812 808 chlorides ≤ 0.066 gini = 0.165 samples = 11 value = [0, 0, 10, 1, 0, 0, 0] 807->808 811 gini = 0.0 samples = 67 value = [0, 0, 67, 0, 0, 0, 0] 807->811 809 gini = 0.0 samples = 10 value = [0, 0, 10, 0, 0, 0, 0] 808->809 810 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 808->810 813 gini = 0.0 samples = 7 value = [0, 0, 7, 0, 0, 0, 0] 812->813 814 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 812->814 817 total sulfur dioxide ≤ 222.0 gini = 0.426 samples = 13 value = [0, 0, 4, 9, 0, 0, 0] 816->817 822 total sulfur dioxide ≤ 193.5 gini = 0.303 samples = 58 value = [0, 4, 48, 5, 1, 0, 0] 816->822 818 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 817->818 819 pH ≤ 3.185 gini = 0.32 samples = 5 value = [0, 0, 4, 1, 0, 0, 0] 817->819 820 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 819->820 821 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 819->821 823 alcohol ≤ 9.3 gini = 0.72 samples = 10 value = [0, 3, 3, 3, 1, 0, 0] 822->823 832 pH ≤ 2.925 gini = 0.119 samples = 48 value = [0, 1, 45, 2, 0, 0, 0] 822->832 824 fixed acidity ≤ 7.8 gini = 0.5 samples = 6 value = [0, 3, 3, 0, 0, 0, 0] 823->824 829 residual sugar ≤ 13.6 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 1, 0, 0] 823->829 825 free sulfur dioxide ≤ 73.0 gini = 0.375 samples = 4 value = [0, 3, 1, 0, 0, 0, 0] 824->825 828 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 824->828 826 gini = 0.0 samples = 3 value = [0, 3, 0, 0, 0, 0, 0] 825->826 827 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 825->827 830 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 829->830 831 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 829->831 833 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 832->833 834 free sulfur dioxide ≤ 40.5 gini = 0.081 samples = 47 value = [0, 0, 45, 2, 0, 0, 0] 832->834 835 pH ≤ 3.135 gini = 0.346 samples = 9 value = [0, 0, 7, 2, 0, 0, 0] 834->835 838 gini = 0.0 samples = 38 value = [0, 0, 38, 0, 0, 0, 0] 834->838 836 gini = 0.0 samples = 7 value = [0, 0, 7, 0, 0, 0, 0] 835->836 837 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 835->837 841 volatile acidity ≤ 0.593 gini = 0.542 samples = 59 value = [0, 9, 37, 12, 1, 0, 0] 840->841 882 citric acid ≤ 0.235 gini = 0.525 samples = 32 value = [0, 0, 11, 19, 2, 0, 0] 840->882 842 citric acid ≤ 0.415 gini = 0.497 samples = 54 value = [0, 5, 36, 12, 1, 0, 0] 841->842 879 fixed acidity ≤ 5.7 gini = 0.32 samples = 5 value = [0, 4, 1, 0, 0, 0, 0] 841->879 843 pH ≤ 3.45 gini = 0.449 samples = 49 value = [0, 4, 35, 9, 1, 0, 0] 842->843 874 chlorides ≤ 0.046 gini = 0.56 samples = 5 value = [0, 1, 1, 3, 0, 0, 0] 842->874 844 chlorides ≤ 0.093 gini = 0.401 samples = 43 value = [0, 1, 32, 9, 1, 0, 0] 843->844 869 density ≤ 0.998 gini = 0.5 samples = 6 value = [0, 3, 3, 0, 0, 0, 0] 843->869 845 residual sugar ≤ 1.35 gini = 0.373 samples = 42 value = [0, 0, 32, 9, 1, 0, 0] 844->845 868 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 844->868 846 volatile acidity ≤ 0.395 gini = 0.5 samples = 8 value = [0, 0, 4, 4, 0, 0, 0] 845->846 851 volatile acidity ≤ 0.585 gini = 0.299 samples = 34 value = [0, 0, 28, 5, 1, 0, 0] 845->851 847 pH ≤ 3.375 gini = 0.32 samples = 5 value = [0, 0, 1, 4, 0, 0, 0] 846->847 850 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 846->850 848 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 847->848 849 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 847->849 852 pH ≤ 3.425 gini = 0.264 samples = 33 value = [0, 0, 28, 4, 1, 0, 0] 851->852 867 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 851->867 853 chlorides ≤ 0.03 gini = 0.225 samples = 32 value = [0, 0, 28, 3, 1, 0, 0] 852->853 866 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 852->866 854 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 853->854 855 pH ≤ 3.255 gini = 0.179 samples = 31 value = [0, 0, 28, 2, 1, 0, 0] 853->855 856 volatile acidity ≤ 0.33 gini = 0.667 samples = 3 value = [0, 0, 1, 1, 1, 0, 0] 855->856 861 density ≤ 0.998 gini = 0.069 samples = 28 value = [0, 0, 27, 1, 0, 0, 0] 855->861 857 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 856->857 858 volatile acidity ≤ 0.4 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 856->858 859 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 858->859 860 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 858->860 862 gini = 0.0 samples = 25 value = [0, 0, 25, 0, 0, 0, 0] 861->862 863 volatile acidity ≤ 0.395 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 861->863 864 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 863->864 865 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 863->865 870 density ≤ 0.996 gini = 0.375 samples = 4 value = [0, 1, 3, 0, 0, 0, 0] 869->870 873 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 869->873 871 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 870->871 872 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 870->872 875 total sulfur dioxide ≤ 120.5 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 874->875 878 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 874->878 876 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 875->876 877 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 875->877 880 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 879->880 881 gini = 0.0 samples = 4 value = [0, 4, 0, 0, 0, 0, 0] 879->881 883 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 882->883 884 total sulfur dioxide ≤ 247.5 gini = 0.472 samples = 28 value = [0, 0, 7, 19, 2, 0, 0] 882->884 885 density ≤ 0.999 gini = 0.39 samples = 25 value = [0, 0, 4, 19, 2, 0, 0] 884->885 902 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 884->902 886 volatile acidity ≤ 0.325 gini = 0.244 samples = 22 value = [0, 0, 2, 19, 1, 0, 0] 885->886 899 fixed acidity ≤ 6.5 gini = 0.444 samples = 3 value = [0, 0, 2, 0, 1, 0, 0] 885->899 887 alcohol ≤ 9.2 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 886->887 890 pH ≤ 3.255 gini = 0.18 samples = 20 value = [0, 0, 2, 18, 0, 0, 0] 886->890 888 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 887->888 889 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 887->889 891 citric acid ≤ 0.275 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 890->891 894 free sulfur dioxide ≤ 23.5 gini = 0.105 samples = 18 value = [0, 0, 1, 17, 0, 0, 0] 890->894 892 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 891->892 893 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 891->893 895 volatile acidity ≤ 0.395 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 894->895 898 gini = 0.0 samples = 15 value = [0, 0, 0, 15, 0, 0, 0] 894->898 896 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 895->896 897 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 895->897 900 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 899->900 901 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 899->901 904 total sulfur dioxide ≤ 105.5 gini = 0.591 samples = 92 value = [1, 17, 53, 19, 2, 0, 0] 903->904 955 total sulfur dioxide ≤ 167.5 gini = 0.6 samples = 432 value = [2, 19, 144, 229, 33, 4, 1] 903->955 905 total sulfur dioxide ≤ 96.5 gini = 0.674 samples = 49 value = [1, 14, 21, 12, 1, 0, 0] 904->905 938 pH ≤ 3.285 gini = 0.414 samples = 43 value = [0, 3, 32, 7, 1, 0, 0] 904->938 906 chlorides ≤ 0.043 gini = 0.645 samples = 44 value = [1, 14, 21, 7, 1, 0, 0] 905->906 937 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 905->937 907 total sulfur dioxide ≤ 56.5 gini = 0.571 samples = 26 value = [1, 4, 16, 4, 1, 0, 0] 906->907 924 density ≤ 0.996 gini = 0.586 samples = 18 value = [0, 10, 5, 3, 0, 0, 0] 906->924 908 volatile acidity ≤ 0.31 gini = 0.48 samples = 5 value = [0, 2, 0, 3, 0, 0, 0] 907->908 911 residual sugar ≤ 10.45 gini = 0.404 samples = 21 value = [1, 2, 16, 1, 1, 0, 0] 907->911 909 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 908->909 910 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 908->910 912 pH ≤ 3.06 gini = 0.283 samples = 19 value = [1, 0, 16, 1, 1, 0, 0] 911->912 923 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 911->923 913 density ≤ 0.992 gini = 0.625 samples = 4 value = [1, 0, 2, 0, 1, 0, 0] 912->913 918 alcohol ≤ 10.7 gini = 0.124 samples = 15 value = [0, 0, 14, 1, 0, 0, 0] 912->918 914 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 913->914 915 pH ≤ 3.025 gini = 0.5 samples = 2 value = [1, 0, 0, 0, 1, 0, 0] 913->915 916 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 915->916 917 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 915->917 919 gini = 0.0 samples = 12 value = [0, 0, 12, 0, 0, 0, 0] 918->919 920 pH ≤ 3.235 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 918->920 921 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 920->921 922 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 920->922 925 total sulfur dioxide ≤ 91.0 gini = 0.508 samples = 16 value = [0, 10, 5, 1, 0, 0, 0] 924->925 936 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 924->936 926 total sulfur dioxide ≤ 66.0 gini = 0.439 samples = 14 value = [0, 10, 3, 1, 0, 0, 0] 925->926 935 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 925->935 927 citric acid ≤ 0.26 gini = 0.48 samples = 5 value = [0, 2, 3, 0, 0, 0, 0] 926->927 930 total sulfur dioxide ≤ 84.5 gini = 0.198 samples = 9 value = [0, 8, 0, 1, 0, 0, 0] 926->930 928 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 927->928 929 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 927->929 931 gini = 0.0 samples = 7 value = [0, 7, 0, 0, 0, 0, 0] 930->931 932 chlorides ≤ 0.045 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 930->932 933 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 932->933 934 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 932->934 939 free sulfur dioxide ≤ 9.5 gini = 0.302 samples = 35 value = [0, 2, 29, 3, 1, 0, 0] 938->939 950 pH ≤ 3.395 gini = 0.594 samples = 8 value = [0, 1, 3, 4, 0, 0, 0] 938->950 940 chlorides ≤ 0.037 gini = 0.569 samples = 12 value = [0, 2, 7, 3, 0, 0, 0] 939->940 947 sulphates ≤ 0.735 gini = 0.083 samples = 23 value = [0, 0, 22, 0, 1, 0, 0] 939->947 941 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 940->941 942 alcohol ≤ 10.55 gini = 0.653 samples = 7 value = [0, 2, 2, 3, 0, 0, 0] 940->942 943 total sulfur dioxide ≤ 120.0 gini = 0.48 samples = 5 value = [0, 2, 0, 3, 0, 0, 0] 942->943 946 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 942->946 944 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 943->944 945 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 943->945 948 gini = 0.0 samples = 22 value = [0, 0, 22, 0, 0, 0, 0] 947->948 949 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 947->949 951 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 950->951 952 fixed acidity ≤ 6.05 gini = 0.375 samples = 4 value = [0, 1, 3, 0, 0, 0, 0] 950->952 953 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 952->953 954 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 952->954 956 pH ≤ 3.305 gini = 0.575 samples = 326 value = [1, 10, 92, 189, 29, 4, 1] 955->956 1125 fixed acidity ≤ 9.5 gini = 0.608 samples = 106 value = [1, 9, 52, 40, 4, 0, 0] 955->1125 957 free sulfur dioxide ≤ 24.5 gini = 0.55 samples = 250 value = [1, 9, 83, 145, 10, 1, 1] 956->957 1086 alcohol ≤ 10.65 gini = 0.587 samples = 76 value = [0, 1, 9, 44, 19, 3, 0] 956->1086 958 chlorides ≤ 0.038 gini = 0.579 samples = 66 value = [0, 5, 32, 28, 1, 0, 0] 957->958 999 residual sugar ≤ 1.25 gini = 0.516 samples = 184 value = [1, 4, 51, 117, 9, 1, 1] 957->999 959 sulphates ≤ 0.33 gini = 0.426 samples = 18 value = [0, 0, 4, 13, 1, 0, 0] 958->959 968 citric acid ≤ 0.355 gini = 0.551 samples = 48 value = [0, 5, 28, 15, 0, 0, 0] 958->968 960 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 959->960 961 fixed acidity ≤ 7.65 gini = 0.32 samples = 16 value = [0, 0, 2, 13, 1, 0, 0] 959->961 962 pH ≤ 2.95 gini = 0.142 samples = 13 value = [0, 0, 0, 12, 1, 0, 0] 961->962 965 citric acid ≤ 0.33 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 961->965 963 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 962->963 964 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 962->964 966 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 965->966 967 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 965->967 969 volatile acidity ≤ 0.475 gini = 0.461 samples = 36 value = [0, 3, 25, 8, 0, 0, 0] 968->969 992 fixed acidity ≤ 9.05 gini = 0.569 samples = 12 value = [0, 2, 3, 7, 0, 0, 0] 968->992 970 volatile acidity ≤ 0.265 gini = 0.411 samples = 33 value = [0, 1, 24, 8, 0, 0, 0] 969->970 989 alcohol ≤ 10.65 gini = 0.444 samples = 3 value = [0, 2, 1, 0, 0, 0, 0] 969->989 971 gini = 0.0 samples = 7 value = [0, 0, 7, 0, 0, 0, 0] 970->971 972 total sulfur dioxide ≤ 102.0 gini = 0.476 samples = 26 value = [0, 1, 17, 8, 0, 0, 0] 970->972 973 alcohol ≤ 10.15 gini = 0.219 samples = 8 value = [0, 1, 7, 0, 0, 0, 0] 972->973 978 sulphates ≤ 0.575 gini = 0.494 samples = 18 value = [0, 0, 10, 8, 0, 0, 0] 972->978 974 total sulfur dioxide ≤ 77.0 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 973->974 977 gini = 0.0 samples = 6 value = [0, 0, 6, 0, 0, 0, 0] 973->977 975 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 974->975 976 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 974->976 979 free sulfur dioxide ≤ 23.5 gini = 0.463 samples = 11 value = [0, 0, 4, 7, 0, 0, 0] 978->979 986 volatile acidity ≤ 0.287 gini = 0.245 samples = 7 value = [0, 0, 6, 1, 0, 0, 0] 978->986 980 free sulfur dioxide ≤ 17.5 gini = 0.346 samples = 9 value = [0, 0, 2, 7, 0, 0, 0] 979->980 985 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 979->985 981 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 980->981 982 residual sugar ≤ 15.575 gini = 0.219 samples = 8 value = [0, 0, 1, 7, 0, 0, 0] 980->982 983 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 982->983 984 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 982->984 987 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 986->987 988 gini = 0.0 samples = 6 value = [0, 0, 6, 0, 0, 0, 0] 986->988 990 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 989->990 991 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 989->991 993 density ≤ 0.994 gini = 0.42 samples = 10 value = [0, 0, 3, 7, 0, 0, 0] 992->993 998 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 992->998 994 alcohol ≤ 10.4 gini = 0.375 samples = 4 value = [0, 0, 3, 1, 0, 0, 0] 993->994 997 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 993->997 995 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 994->995 996 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 994->996 1000 fixed acidity ≤ 7.95 gini = 0.346 samples = 9 value = [0, 0, 7, 2, 0, 0, 0] 999->1000 1005 total sulfur dioxide ≤ 110.0 gini = 0.502 samples = 175 value = [1, 4, 44, 115, 9, 1, 1] 999->1005 1001 chlorides ≤ 0.038 gini = 0.219 samples = 8 value = [0, 0, 7, 1, 0, 0, 0] 1000->1001 1004 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1000->1004 1002 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1001->1002 1003 gini = 0.0 samples = 7 value = [0, 0, 7, 0, 0, 0, 0] 1001->1003 1006 free sulfur dioxide ≤ 37.0 gini = 0.083 samples = 23 value = [0, 0, 0, 22, 0, 1, 0] 1005->1006 1009 sulphates ≤ 0.615 gini = 0.538 samples = 152 value = [1, 4, 44, 93, 9, 0, 1] 1005->1009 1007 gini = 0.0 samples = 22 value = [0, 0, 0, 22, 0, 0, 0] 1006->1007 1008 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1006->1008 1010 free sulfur dioxide ≤ 40.5 gini = 0.569 samples = 127 value = [1, 4, 43, 71, 7, 0, 1] 1009->1010 1079 alcohol ≤ 10.65 gini = 0.218 samples = 25 value = [0, 0, 1, 22, 2, 0, 0] 1009->1079 1011 volatile acidity ≤ 0.245 gini = 0.601 samples = 71 value = [0, 4, 31, 32, 3, 0, 1] 1010->1011 1052 citric acid ≤ 0.185 gini = 0.464 samples = 56 value = [1, 0, 12, 39, 4, 0, 0] 1010->1052 1012 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 1011->1012 1013 chlorides ≤ 0.032 gini = 0.604 samples = 66 value = [0, 4, 26, 32, 3, 0, 1] 1011->1013 1014 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 1013->1014 1015 citric acid ≤ 0.06 gini = 0.617 samples = 60 value = [0, 4, 26, 26, 3, 0, 1] 1013->1015 1016 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 1015->1016 1017 volatile acidity ≤ 0.275 gini = 0.594 samples = 58 value = [0, 2, 26, 26, 3, 0, 1] 1015->1017 1018 pH ≤ 3.245 gini = 0.507 samples = 15 value = [0, 0, 3, 10, 1, 0, 1] 1017->1018 1027 total sulfur dioxide ≤ 125.0 gini = 0.571 samples = 43 value = [0, 2, 23, 16, 2, 0, 0] 1017->1027 1019 citric acid ≤ 0.395 gini = 0.391 samples = 13 value = [0, 0, 1, 10, 1, 0, 1] 1018->1019 1026 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1018->1026 1020 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 1019->1020 1021 chlorides ≤ 0.039 gini = 0.667 samples = 3 value = [0, 0, 1, 0, 1, 0, 1] 1019->1021 1022 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 0, 1] 1021->1022 1023 fixed acidity ≤ 7.6 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1021->1023 1024 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1023->1024 1025 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1023->1025 1028 total sulfur dioxide ≤ 115.5 gini = 0.617 samples = 9 value = [0, 2, 1, 5, 1, 0, 0] 1027->1028 1035 pH ≤ 3.25 gini = 0.476 samples = 34 value = [0, 0, 22, 11, 1, 0, 0] 1027->1035 1029 density ≤ 0.994 gini = 0.625 samples = 4 value = [0, 2, 1, 0, 1, 0, 0] 1028->1029 1034 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1028->1034 1030 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 1029->1030 1031 residual sugar ≤ 11.75 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1029->1031 1032 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1031->1032 1033 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1031->1033 1036 fixed acidity ≤ 8.05 gini = 0.429 samples = 31 value = [0, 0, 22, 8, 1, 0, 0] 1035->1036 1051 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1035->1051 1037 sulphates ≤ 0.455 gini = 0.322 samples = 26 value = [0, 0, 21, 4, 1, 0, 0] 1036->1037 1048 residual sugar ≤ 7.35 gini = 0.32 samples = 5 value = [0, 0, 1, 4, 0, 0, 0] 1036->1048 1038 fixed acidity ≤ 7.2 gini = 0.542 samples = 12 value = [0, 0, 7, 4, 1, 0, 0] 1037->1038 1047 gini = 0.0 samples = 14 value = [0, 0, 14, 0, 0, 0, 0] 1037->1047 1039 volatile acidity ≤ 0.295 gini = 0.594 samples = 8 value = [0, 0, 3, 4, 1, 0, 0] 1038->1039 1046 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 1038->1046 1040 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1039->1040 1041 fixed acidity ≤ 6.25 gini = 0.56 samples = 5 value = [0, 0, 3, 1, 1, 0, 0] 1039->1041 1042 residual sugar ≤ 9.65 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1041->1042 1045 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1041->1045 1043 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1042->1043 1044 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1042->1044 1049 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1048->1049 1050 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1048->1050 1053 sulphates ≤ 0.405 gini = 0.32 samples = 5 value = [0, 0, 4, 1, 0, 0, 0] 1052->1053 1056 density ≤ 0.997 gini = 0.414 samples = 51 value = [1, 0, 8, 38, 4, 0, 0] 1052->1056 1054 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 1053->1054 1055 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1053->1055 1057 free sulfur dioxide ≤ 54.5 gini = 0.37 samples = 49 value = [1, 0, 8, 38, 2, 0, 0] 1056->1057 1078 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1056->1078 1058 chlorides ≤ 0.059 gini = 0.315 samples = 44 value = [1, 0, 5, 36, 2, 0, 0] 1057->1058 1075 chlorides ≤ 0.043 gini = 0.48 samples = 5 value = [0, 0, 3, 2, 0, 0, 0] 1057->1075 1059 fixed acidity ≤ 7.35 gini = 0.283 samples = 43 value = [0, 0, 5, 36, 2, 0, 0] 1058->1059 1074 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1058->1074 1060 pH ≤ 3.29 gini = 0.157 samples = 35 value = [0, 0, 3, 32, 0, 0, 0] 1059->1060 1067 sulphates ≤ 0.49 gini = 0.625 samples = 8 value = [0, 0, 2, 4, 2, 0, 0] 1059->1067 1061 alcohol ≤ 10.05 gini = 0.111 samples = 34 value = [0, 0, 2, 32, 0, 0, 0] 1060->1061 1066 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1060->1066 1062 pH ≤ 3.205 gini = 0.408 samples = 7 value = [0, 0, 2, 5, 0, 0, 0] 1061->1062 1065 gini = 0.0 samples = 27 value = [0, 0, 0, 27, 0, 0, 0] 1061->1065 1063 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1062->1063 1064 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1062->1064 1068 citric acid ≤ 0.26 gini = 0.32 samples = 5 value = [0, 0, 1, 4, 0, 0, 0] 1067->1068 1071 total sulfur dioxide ≤ 133.5 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 2, 0, 0] 1067->1071 1069 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1068->1069 1070 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1068->1070 1072 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1071->1072 1073 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1071->1073 1076 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1075->1076 1077 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1075->1077 1080 residual sugar ≤ 1.5 gini = 0.083 samples = 23 value = [0, 0, 1, 22, 0, 0, 0] 1079->1080 1085 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1079->1085 1081 pH ≤ 3.195 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1080->1081 1084 gini = 0.0 samples = 21 value = [0, 0, 0, 21, 0, 0, 0] 1080->1084 1082 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1081->1082 1083 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1081->1083 1087 pH ≤ 3.405 gini = 0.473 samples = 60 value = [0, 1, 7, 42, 9, 1, 0] 1086->1087 1114 pH ≤ 3.425 gini = 0.562 samples = 16 value = [0, 0, 2, 2, 10, 2, 0] 1086->1114 1088 total sulfur dioxide ≤ 95.5 gini = 0.292 samples = 36 value = [0, 1, 4, 30, 1, 0, 0] 1087->1088 1099 residual sugar ≤ 1.4 gini = 0.622 samples = 24 value = [0, 0, 3, 12, 8, 1, 0] 1087->1099 1089 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1088->1089 1090 volatile acidity ≤ 0.58 gini = 0.216 samples = 34 value = [0, 1, 2, 30, 1, 0, 0] 1088->1090 1091 free sulfur dioxide ≤ 18.5 gini = 0.169 samples = 33 value = [0, 0, 2, 30, 1, 0, 0] 1090->1091 1098 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1090->1098 1092 sulphates ≤ 0.505 gini = 0.571 samples = 7 value = [0, 0, 2, 4, 1, 0, 0] 1091->1092 1097 gini = 0.0 samples = 26 value = [0, 0, 0, 26, 0, 0, 0] 1091->1097 1093 total sulfur dioxide ≤ 127.5 gini = 0.444 samples = 3 value = [0, 0, 2, 0, 1, 0, 0] 1092->1093 1096 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1092->1096 1094 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1093->1094 1095 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1093->1095 1100 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1099->1100 1101 sulphates ≤ 0.515 gini = 0.659 samples = 19 value = [0, 0, 3, 7, 8, 1, 0] 1099->1101 1102 chlorides ≤ 0.031 gini = 0.406 samples = 8 value = [0, 0, 1, 0, 6, 1, 0] 1101->1102 1107 residual sugar ≤ 1.65 gini = 0.529 samples = 11 value = [0, 0, 2, 7, 2, 0, 0] 1101->1107 1103 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1102->1103 1104 free sulfur dioxide ≤ 38.5 gini = 0.245 samples = 7 value = [0, 0, 0, 0, 6, 1, 0] 1102->1104 1105 gini = 0.0 samples = 6 value = [0, 0, 0, 0, 6, 0, 0] 1104->1105 1106 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1104->1106 1108 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1107->1108 1109 alcohol ≤ 10.1 gini = 0.346 samples = 9 value = [0, 0, 2, 7, 0, 0, 0] 1107->1109 1110 volatile acidity ≤ 0.265 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 1109->1110 1113 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 1109->1113 1111 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1110->1111 1112 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1110->1112 1115 free sulfur dioxide ≤ 28.0 gini = 0.18 samples = 10 value = [0, 0, 0, 1, 9, 0, 0] 1114->1115 1118 fixed acidity ≤ 6.9 gini = 0.722 samples = 6 value = [0, 0, 2, 1, 1, 2, 0] 1114->1118 1116 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1115->1116 1117 gini = 0.0 samples = 9 value = [0, 0, 0, 0, 9, 0, 0] 1115->1117 1119 pH ≤ 3.505 gini = 0.625 samples = 4 value = [0, 0, 2, 1, 1, 0, 0] 1118->1119 1124 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1118->1124 1120 free sulfur dioxide ≤ 33.0 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1119->1120 1123 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1119->1123 1121 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1120->1121 1122 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1120->1122 1126 residual sugar ≤ 2.2 gini = 0.582 samples = 102 value = [1, 5, 52, 40, 4, 0, 0] 1125->1126 1185 gini = 0.0 samples = 4 value = [0, 4, 0, 0, 0, 0, 0] 1125->1185 1127 total sulfur dioxide ≤ 185.5 gini = 0.492 samples = 22 value = [0, 4, 15, 2, 1, 0, 0] 1126->1127 1138 sulphates ≤ 0.65 gini = 0.559 samples = 80 value = [1, 1, 37, 38, 3, 0, 0] 1126->1138 1128 citric acid ≤ 0.35 gini = 0.215 samples = 17 value = [0, 1, 15, 1, 0, 0, 0] 1127->1128 1133 fixed acidity ≤ 6.65 gini = 0.56 samples = 5 value = [0, 3, 0, 1, 1, 0, 0] 1127->1133 1129 sulphates ≤ 0.625 gini = 0.117 samples = 16 value = [0, 0, 15, 1, 0, 0, 0] 1128->1129 1132 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1128->1132 1130 gini = 0.0 samples = 15 value = [0, 0, 15, 0, 0, 0, 0] 1129->1130 1131 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1129->1131 1134 residual sugar ≤ 1.45 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1133->1134 1137 gini = 0.0 samples = 3 value = [0, 3, 0, 0, 0, 0, 0] 1133->1137 1135 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1134->1135 1136 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1134->1136 1139 chlorides ≤ 0.05 gini = 0.558 samples = 70 value = [1, 1, 28, 37, 3, 0, 0] 1138->1139 1182 residual sugar ≤ 4.55 gini = 0.18 samples = 10 value = [0, 0, 9, 1, 0, 0, 0] 1138->1182 1140 sulphates ≤ 0.485 gini = 0.52 samples = 48 value = [1, 0, 14, 30, 3, 0, 0] 1139->1140 1171 citric acid ≤ 0.24 gini = 0.492 samples = 22 value = [0, 1, 14, 7, 0, 0, 0] 1139->1171 1141 citric acid ≤ 0.375 gini = 0.499 samples = 19 value = [0, 0, 10, 9, 0, 0, 0] 1140->1141 1152 citric acid ≤ 0.255 gini = 0.445 samples = 29 value = [1, 0, 4, 21, 3, 0, 0] 1140->1152 1142 chlorides ≤ 0.036 gini = 0.459 samples = 14 value = [0, 0, 5, 9, 0, 0, 0] 1141->1142 1151 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 1141->1151 1143 free sulfur dioxide ≤ 49.5 gini = 0.375 samples = 4 value = [0, 0, 3, 1, 0, 0, 0] 1142->1143 1146 chlorides ≤ 0.047 gini = 0.32 samples = 10 value = [0, 0, 2, 8, 0, 0, 0] 1142->1146 1144 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1143->1144 1145 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1143->1145 1147 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 1146->1147 1148 alcohol ≤ 10.3 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 1146->1148 1149 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1148->1149 1150 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1148->1150 1153 fixed acidity ≤ 6.15 gini = 0.625 samples = 4 value = [1, 0, 2, 1, 0, 0, 0] 1152->1153 1158 pH ≤ 3.46 gini = 0.339 samples = 25 value = [0, 0, 2, 20, 3, 0, 0] 1152->1158 1154 chlorides ≤ 0.042 gini = 0.5 samples = 2 value = [1, 0, 0, 1, 0, 0, 0] 1153->1154 1157 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1153->1157 1155 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1154->1155 1156 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1154->1156 1159 total sulfur dioxide ≤ 168.5 gini = 0.292 samples = 24 value = [0, 0, 2, 20, 2, 0, 0] 1158->1159 1170 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1158->1170 1160 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1159->1160 1161 density ≤ 0.996 gini = 0.234 samples = 23 value = [0, 0, 2, 20, 1, 0, 0] 1159->1161 1162 sulphates ≤ 0.52 gini = 0.403 samples = 12 value = [0, 0, 2, 9, 1, 0, 0] 1161->1162 1169 gini = 0.0 samples = 11 value = [0, 0, 0, 11, 0, 0, 0] 1161->1169 1163 pH ≤ 3.33 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 1162->1163 1166 volatile acidity ≤ 0.245 gini = 0.198 samples = 9 value = [0, 0, 0, 8, 1, 0, 0] 1162->1166 1164 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1163->1164 1165 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1163->1165 1167 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1166->1167 1168 gini = 0.0 samples = 8 value = [0, 0, 0, 8, 0, 0, 0] 1166->1168 1172 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1171->1172 1173 total sulfur dioxide ≤ 200.5 gini = 0.445 samples = 20 value = [0, 1, 14, 5, 0, 0, 0] 1171->1173 1174 gini = 0.0 samples = 9 value = [0, 0, 9, 0, 0, 0, 0] 1173->1174 1175 fixed acidity ≤ 7.0 gini = 0.579 samples = 11 value = [0, 1, 5, 5, 0, 0, 0] 1173->1175 1176 citric acid ≤ 0.315 gini = 0.531 samples = 8 value = [0, 1, 5, 2, 0, 0, 0] 1175->1176 1181 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1175->1181 1177 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1176->1177 1178 free sulfur dioxide ≤ 33.0 gini = 0.278 samples = 6 value = [0, 1, 5, 0, 0, 0, 0] 1176->1178 1179 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1178->1179 1180 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 1178->1180 1183 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1182->1183 1184 gini = 0.0 samples = 9 value = [0, 0, 9, 0, 0, 0, 0] 1182->1184 1187 free sulfur dioxide ≤ 11.5 gini = 0.649 samples = 1194 value = [6, 28, 135, 582, 371, 69, 3] 1186->1187 1922 free sulfur dioxide ≤ 15.5 gini = 0.603 samples = 171 value = [0, 2, 2, 50, 92, 25, 0] 1186->1922 1188 alcohol ≤ 11.75 gini = 0.728 samples = 78 value = [2, 17, 23, 28, 7, 1, 0] 1187->1188 1247 chlorides ≤ 0.039 gini = 0.633 samples = 1116 value = [4, 11, 112, 554, 364, 68, 3] 1187->1247 1189 citric acid ≤ 0.225 gini = 0.701 samples = 48 value = [1, 14, 20, 9, 3, 1, 0] 1188->1189 1226 citric acid ≤ 0.375 gini = 0.56 samples = 30 value = [1, 3, 3, 19, 4, 0, 0] 1188->1226 1190 gini = 0.0 samples = 7 value = [0, 7, 0, 0, 0, 0, 0] 1189->1190 1191 pH ≤ 3.26 gini = 0.678 samples = 41 value = [1, 7, 20, 9, 3, 1, 0] 1189->1191 1192 density ≤ 0.991 gini = 0.595 samples = 34 value = [0, 5, 19, 9, 0, 1, 0] 1191->1192 1219 alcohol ≤ 11.2 gini = 0.694 samples = 7 value = [1, 2, 1, 0, 3, 0, 0] 1191->1219 1193 fixed acidity ≤ 7.25 gini = 0.48 samples = 5 value = [0, 2, 0, 3, 0, 0, 0] 1192->1193 1196 total sulfur dioxide ≤ 62.5 gini = 0.516 samples = 29 value = [0, 3, 19, 6, 0, 1, 0] 1192->1196 1194 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1193->1194 1195 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 1193->1195 1197 density ≤ 0.994 gini = 0.49 samples = 7 value = [0, 0, 3, 4, 0, 0, 0] 1196->1197 1204 pH ≤ 3.065 gini = 0.442 samples = 22 value = [0, 3, 16, 2, 0, 1, 0] 1196->1204 1198 total sulfur dioxide ≤ 43.5 gini = 0.48 samples = 5 value = [0, 0, 3, 2, 0, 0, 0] 1197->1198 1203 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1197->1203 1199 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1198->1199 1200 chlorides ≤ 0.042 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 1198->1200 1201 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1200->1201 1202 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1200->1202 1205 volatile acidity ≤ 0.295 gini = 0.594 samples = 8 value = [0, 3, 4, 0, 0, 1, 0] 1204->1205 1212 total sulfur dioxide ≤ 128.5 gini = 0.245 samples = 14 value = [0, 0, 12, 2, 0, 0, 0] 1204->1212 1206 fixed acidity ≤ 7.55 gini = 0.56 samples = 5 value = [0, 3, 1, 0, 0, 1, 0] 1205->1206 1211 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1205->1211 1207 fixed acidity ≤ 7.1 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 0, 1, 0] 1206->1207 1210 gini = 0.0 samples = 3 value = [0, 3, 0, 0, 0, 0, 0] 1206->1210 1208 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1207->1208 1209 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1207->1209 1213 chlorides ≤ 0.033 gini = 0.142 samples = 13 value = [0, 0, 12, 1, 0, 0, 0] 1212->1213 1218 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1212->1218 1214 volatile acidity ≤ 0.255 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1213->1214 1217 gini = 0.0 samples = 11 value = [0, 0, 11, 0, 0, 0, 0] 1213->1217 1215 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1214->1215 1216 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1214->1216 1220 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1219->1220 1221 fixed acidity ≤ 5.7 gini = 0.625 samples = 4 value = [1, 2, 1, 0, 0, 0, 0] 1219->1221 1222 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1221->1222 1223 citric acid ≤ 0.41 gini = 0.444 samples = 3 value = [1, 2, 0, 0, 0, 0, 0] 1221->1223 1224 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 1223->1224 1225 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1223->1225 1227 pH ≤ 3.31 gini = 0.371 samples = 23 value = [0, 1, 2, 18, 2, 0, 0] 1226->1227 1238 residual sugar ≤ 5.675 gini = 0.776 samples = 7 value = [1, 2, 1, 1, 2, 0, 0] 1226->1238 1228 citric acid ≤ 0.25 gini = 0.254 samples = 21 value = [0, 1, 0, 18, 2, 0, 0] 1227->1228 1237 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1227->1237 1229 fixed acidity ≤ 7.35 gini = 0.5 samples = 2 value = [0, 1, 0, 0, 1, 0, 0] 1228->1229 1232 pH ≤ 3.21 gini = 0.1 samples = 19 value = [0, 0, 0, 18, 1, 0, 0] 1228->1232 1230 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1229->1230 1231 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1229->1231 1233 gini = 0.0 samples = 17 value = [0, 0, 0, 17, 0, 0, 0] 1232->1233 1234 free sulfur dioxide ≤ 8.5 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1232->1234 1235 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1234->1235 1236 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1234->1236 1239 citric acid ≤ 0.435 gini = 0.72 samples = 5 value = [1, 2, 1, 1, 0, 0, 0] 1238->1239 1246 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1238->1246 1240 residual sugar ≤ 3.025 gini = 0.5 samples = 2 value = [1, 0, 1, 0, 0, 0, 0] 1239->1240 1243 total sulfur dioxide ≤ 83.5 gini = 0.444 samples = 3 value = [0, 2, 0, 1, 0, 0, 0] 1239->1243 1241 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1240->1241 1242 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1240->1242 1244 gini = 0.0 samples = 2 value = [0, 2, 0, 0, 0, 0, 0] 1243->1244 1245 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1243->1245 1248 fixed acidity ≤ 8.05 gini = 0.635 samples = 726 value = [2, 7, 56, 340, 266, 52, 3] 1247->1248 1693 volatile acidity ≤ 0.135 gini = 0.613 samples = 390 value = [2, 4, 56, 214, 98, 16, 0] 1247->1693 1249 residual sugar ≤ 1.35 gini = 0.623 samples = 681 value = [1, 6, 40, 321, 260, 50, 3] 1248->1249 1666 sulphates ≤ 0.495 gini = 0.675 samples = 45 value = [1, 1, 16, 19, 6, 2, 0] 1248->1666 1250 pH ≤ 3.375 gini = 0.529 samples = 92 value = [0, 1, 6, 59, 21, 5, 0] 1249->1250 1313 density ≤ 0.992 gini = 0.628 samples = 589 value = [1, 5, 34, 262, 239, 45, 3] 1249->1313 1251 free sulfur dioxide ≤ 39.0 gini = 0.472 samples = 80 value = [0, 1, 6, 56, 14, 3, 0] 1250->1251 1304 volatile acidity ≤ 0.265 gini = 0.569 samples = 12 value = [0, 0, 0, 3, 7, 2, 0] 1250->1304 1252 free sulfur dioxide ≤ 21.5 gini = 0.428 samples = 62 value = [0, 1, 5, 46, 7, 3, 0] 1251->1252 1291 chlorides ≤ 0.033 gini = 0.537 samples = 18 value = [0, 0, 1, 10, 7, 0, 0] 1251->1291 1253 alcohol ≤ 11.95 gini = 0.648 samples = 16 value = [0, 0, 4, 8, 3, 1, 0] 1252->1253 1266 volatile acidity ≤ 0.315 gini = 0.307 samples = 46 value = [0, 1, 1, 38, 4, 2, 0] 1252->1266 1254 chlorides ≤ 0.034 gini = 0.542 samples = 12 value = [0, 0, 4, 7, 0, 1, 0] 1253->1254 1263 volatile acidity ≤ 0.165 gini = 0.375 samples = 4 value = [0, 0, 0, 1, 3, 0, 0] 1253->1263 1255 pH ≤ 3.045 gini = 0.278 samples = 6 value = [0, 0, 0, 5, 0, 1, 0] 1254->1255 1258 pH ≤ 3.2 gini = 0.444 samples = 6 value = [0, 0, 4, 2, 0, 0, 0] 1254->1258 1256 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1255->1256 1257 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1255->1257 1259 volatile acidity ≤ 0.285 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 1258->1259 1262 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1258->1262 1260 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1259->1260 1261 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1259->1261 1264 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1263->1264 1265 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1263->1265 1267 chlorides ≤ 0.028 gini = 0.214 samples = 42 value = [0, 0, 1, 37, 4, 0, 0] 1266->1267 1286 sulphates ≤ 0.42 gini = 0.625 samples = 4 value = [0, 1, 0, 1, 0, 2, 0] 1266->1286 1268 citric acid ≤ 0.335 gini = 0.494 samples = 9 value = [0, 0, 1, 6, 2, 0, 0] 1267->1268 1277 residual sugar ≤ 0.95 gini = 0.114 samples = 33 value = [0, 0, 0, 31, 2, 0, 0] 1267->1277 1269 sulphates ≤ 0.415 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1268->1269 1272 fixed acidity ≤ 6.8 gini = 0.278 samples = 6 value = [0, 0, 1, 5, 0, 0, 0] 1268->1272 1270 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1269->1270 1271 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1269->1271 1273 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1272->1273 1274 total sulfur dioxide ≤ 118.5 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1272->1274 1275 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1274->1275 1276 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1274->1276 1278 alcohol ≤ 11.0 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1277->1278 1281 fixed acidity ≤ 7.7 gini = 0.062 samples = 31 value = [0, 0, 0, 30, 1, 0, 0] 1277->1281 1279 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1278->1279 1280 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1278->1280 1282 gini = 0.0 samples = 29 value = [0, 0, 0, 29, 0, 0, 0] 1281->1282 1283 residual sugar ≤ 1.15 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1281->1283 1284 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1283->1284 1285 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1283->1285 1287 pH ≤ 3.14 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 1286->1287 1290 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1286->1290 1288 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1287->1288 1289 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1287->1289 1292 residual sugar ≤ 1.15 gini = 0.375 samples = 4 value = [0, 0, 1, 0, 3, 0, 0] 1291->1292 1295 sulphates ≤ 0.43 gini = 0.408 samples = 14 value = [0, 0, 0, 10, 4, 0, 0] 1291->1295 1293 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1292->1293 1294 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1292->1294 1296 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1295->1296 1297 density ≤ 0.989 gini = 0.494 samples = 9 value = [0, 0, 0, 5, 4, 0, 0] 1295->1297 1298 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1297->1298 1299 pH ≤ 3.175 gini = 0.408 samples = 7 value = [0, 0, 0, 5, 2, 0, 0] 1297->1299 1300 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1299->1300 1301 free sulfur dioxide ≤ 46.5 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1299->1301 1302 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1301->1302 1303 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1301->1303 1305 free sulfur dioxide ≤ 28.0 gini = 0.46 samples = 10 value = [0, 0, 0, 1, 7, 2, 0] 1304->1305 1312 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1304->1312 1306 pH ≤ 3.485 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 0, 1, 0] 1305->1306 1309 residual sugar ≤ 1.1 gini = 0.219 samples = 8 value = [0, 0, 0, 0, 7, 1, 0] 1305->1309 1307 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1306->1307 1308 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1306->1308 1310 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1309->1310 1311 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1309->1311 1314 residual sugar ≤ 2.25 gini = 0.616 samples = 454 value = [0, 3, 22, 190, 204, 32, 3] 1313->1314 1585 residual sugar ≤ 9.25 gini = 0.631 samples = 135 value = [1, 2, 12, 72, 35, 13, 0] 1313->1585 1315 pH ≤ 3.245 gini = 0.609 samples = 193 value = [0, 0, 12, 96, 71, 12, 2] 1314->1315 1432 citric acid ≤ 0.275 gini = 0.603 samples = 261 value = [0, 3, 10, 94, 133, 20, 1] 1314->1432 1316 total sulfur dioxide ≤ 110.5 gini = 0.516 samples = 84 value = [0, 0, 6, 52, 26, 0, 0] 1315->1316 1353 sulphates ≤ 0.555 gini = 0.651 samples = 109 value = [0, 0, 6, 44, 45, 12, 2] 1315->1353 1317 sulphates ≤ 0.67 gini = 0.283 samples = 37 value = [0, 0, 2, 31, 4, 0, 0] 1316->1317 1330 density ≤ 0.992 gini = 0.574 samples = 47 value = [0, 0, 4, 21, 22, 0, 0] 1316->1330 1318 volatile acidity ≤ 0.135 gini = 0.164 samples = 34 value = [0, 0, 1, 31, 2, 0, 0] 1317->1318 1327 density ≤ 0.991 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 2, 0, 0] 1317->1327 1319 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1318->1319 1320 free sulfur dioxide ≤ 40.5 gini = 0.116 samples = 33 value = [0, 0, 1, 31, 1, 0, 0] 1318->1320 1321 gini = 0.0 samples = 28 value = [0, 0, 0, 28, 0, 0, 0] 1320->1321 1322 citric acid ≤ 0.42 gini = 0.56 samples = 5 value = [0, 0, 1, 3, 1, 0, 0] 1320->1322 1323 residual sugar ≤ 1.775 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1322->1323 1326 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1322->1326 1324 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1323->1324 1325 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1323->1325 1328 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1327->1328 1329 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1327->1329 1331 fixed acidity ≤ 6.55 gini = 0.513 samples = 39 value = [0, 0, 1, 16, 22, 0, 0] 1330->1331 1350 pH ≤ 3.18 gini = 0.469 samples = 8 value = [0, 0, 3, 5, 0, 0, 0] 1330->1350 1332 sulphates ≤ 0.745 gini = 0.491 samples = 17 value = [0, 0, 1, 11, 5, 0, 0] 1331->1332 1341 citric acid ≤ 0.405 gini = 0.351 samples = 22 value = [0, 0, 0, 5, 17, 0, 0] 1331->1341 1333 pH ≤ 3.045 gini = 0.357 samples = 14 value = [0, 0, 1, 11, 2, 0, 0] 1332->1333 1340 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1332->1340 1334 sulphates ≤ 0.32 gini = 0.625 samples = 4 value = [0, 0, 1, 1, 2, 0, 0] 1333->1334 1339 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 1333->1339 1335 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1334->1335 1336 chlorides ≤ 0.034 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1334->1336 1337 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1336->1337 1338 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1336->1338 1342 fixed acidity ≤ 7.85 gini = 0.198 samples = 18 value = [0, 0, 0, 2, 16, 0, 0] 1341->1342 1347 free sulfur dioxide ≤ 33.0 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 1, 0, 0] 1341->1347 1343 free sulfur dioxide ≤ 19.5 gini = 0.111 samples = 17 value = [0, 0, 0, 1, 16, 0, 0] 1342->1343 1346 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1342->1346 1344 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1343->1344 1345 gini = 0.0 samples = 16 value = [0, 0, 0, 0, 16, 0, 0] 1343->1345 1348 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1347->1348 1349 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1347->1349 1351 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1350->1351 1352 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1350->1352 1354 sulphates ≤ 0.445 gini = 0.613 samples = 69 value = [0, 0, 4, 35, 24, 5, 1] 1353->1354 1403 free sulfur dioxide ≤ 22.5 gini = 0.64 samples = 40 value = [0, 0, 2, 9, 21, 7, 1] 1353->1403 1355 citric acid ≤ 0.215 gini = 0.617 samples = 37 value = [0, 0, 2, 12, 19, 4, 0] 1354->1355 1382 citric acid ≤ 0.195 gini = 0.453 samples = 32 value = [0, 0, 2, 23, 5, 1, 1] 1354->1382 1356 sulphates ≤ 0.34 gini = 0.611 samples = 6 value = [0, 0, 2, 3, 0, 1, 0] 1355->1356 1363 chlorides ≤ 0.027 gini = 0.531 samples = 31 value = [0, 0, 0, 9, 19, 3, 0] 1355->1363 1357 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1356->1357 1358 chlorides ≤ 0.032 gini = 0.48 samples = 5 value = [0, 0, 2, 3, 0, 0, 0] 1356->1358 1359 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1358->1359 1360 alcohol ≤ 11.95 gini = 0.444 samples = 3 value = [0, 0, 2, 1, 0, 0, 0] 1358->1360 1361 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1360->1361 1362 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1360->1362 1364 sulphates ≤ 0.375 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 0, 2, 0] 1363->1364 1367 residual sugar ≤ 1.75 gini = 0.457 samples = 28 value = [0, 0, 0, 8, 19, 1, 0] 1363->1367 1365 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1364->1365 1366 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1364->1366 1368 chlorides ≤ 0.038 gini = 0.219 samples = 16 value = [0, 0, 0, 2, 14, 0, 0] 1367->1368 1375 free sulfur dioxide ≤ 43.5 gini = 0.569 samples = 12 value = [0, 0, 0, 6, 5, 1, 0] 1367->1375 1369 free sulfur dioxide ≤ 16.0 gini = 0.124 samples = 15 value = [0, 0, 0, 1, 14, 0, 0] 1368->1369 1374 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1368->1374 1370 total sulfur dioxide ≤ 91.0 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1369->1370 1373 gini = 0.0 samples = 12 value = [0, 0, 0, 0, 12, 0, 0] 1369->1373 1371 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1370->1371 1372 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1370->1372 1376 citric acid ≤ 0.345 gini = 0.406 samples = 8 value = [0, 0, 0, 6, 1, 1, 0] 1375->1376 1381 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1375->1381 1377 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 1376->1377 1378 chlorides ≤ 0.031 gini = 0.5 samples = 2 value = [0, 0, 0, 0, 1, 1, 0] 1376->1378 1379 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1378->1379 1380 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1378->1380 1383 free sulfur dioxide ≤ 17.5 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 2, 0, 0] 1382->1383 1386 pH ≤ 3.255 gini = 0.357 samples = 29 value = [0, 0, 1, 23, 3, 1, 1] 1382->1386 1384 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1383->1384 1385 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1383->1385 1387 total sulfur dioxide ≤ 96.5 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1386->1387 1390 free sulfur dioxide ≤ 54.0 gini = 0.278 samples = 26 value = [0, 0, 1, 22, 1, 1, 1] 1386->1390 1388 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1387->1388 1389 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1387->1389 1391 fixed acidity ≤ 7.25 gini = 0.221 samples = 25 value = [0, 0, 0, 22, 1, 1, 1] 1390->1391 1402 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1390->1402 1392 chlorides ≤ 0.038 gini = 0.087 samples = 22 value = [0, 0, 0, 21, 1, 0, 0] 1391->1392 1397 pH ≤ 3.27 gini = 0.667 samples = 3 value = [0, 0, 0, 1, 0, 1, 1] 1391->1397 1393 gini = 0.0 samples = 20 value = [0, 0, 0, 20, 0, 0, 0] 1392->1393 1394 density ≤ 0.991 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1392->1394 1395 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1394->1395 1396 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1394->1396 1398 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1397->1398 1399 sulphates ≤ 0.49 gini = 0.5 samples = 2 value = [0, 0, 0, 0, 0, 1, 1] 1397->1399 1400 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 0, 1] 1399->1400 1401 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1399->1401 1404 volatile acidity ≤ 0.168 gini = 0.66 samples = 10 value = [0, 0, 1, 4, 1, 4, 0] 1403->1404 1413 fixed acidity ≤ 5.75 gini = 0.516 samples = 30 value = [0, 0, 1, 5, 20, 3, 1] 1403->1413 1405 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 0, 3, 0] 1404->1405 1406 residual sugar ≤ 1.55 gini = 0.612 samples = 7 value = [0, 0, 1, 4, 1, 1, 0] 1404->1406 1407 alcohol ≤ 11.2 gini = 0.667 samples = 3 value = [0, 0, 1, 0, 1, 1, 0] 1406->1407 1412 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1406->1412 1408 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1407->1408 1409 sulphates ≤ 0.735 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1407->1409 1410 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1409->1410 1411 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1409->1411 1414 total sulfur dioxide ≤ 135.5 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 1, 0, 0] 1413->1414 1417 free sulfur dioxide ≤ 39.0 gini = 0.444 samples = 26 value = [0, 0, 1, 2, 19, 3, 1] 1413->1417 1415 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1414->1415 1416 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1414->1416 1418 chlorides ≤ 0.021 gini = 0.254 samples = 21 value = [0, 0, 0, 2, 18, 0, 1] 1417->1418 1427 sulphates ≤ 0.595 gini = 0.56 samples = 5 value = [0, 0, 1, 0, 1, 3, 0] 1417->1427 1419 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 0, 1] 1418->1419 1420 total sulfur dioxide ≤ 166.5 gini = 0.18 samples = 20 value = [0, 0, 0, 2, 18, 0, 0] 1418->1420 1421 chlorides ≤ 0.025 gini = 0.1 samples = 19 value = [0, 0, 0, 1, 18, 0, 0] 1420->1421 1426 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1420->1426 1422 free sulfur dioxide ≤ 32.0 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1421->1422 1425 gini = 0.0 samples = 17 value = [0, 0, 0, 0, 17, 0, 0] 1421->1425 1423 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1422->1423 1424 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1422->1424 1428 sulphates ≤ 0.575 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1427->1428 1431 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 0, 3, 0] 1427->1431 1429 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1428->1429 1430 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1428->1430 1433 free sulfur dioxide ≤ 43.5 gini = 0.591 samples = 70 value = [0, 0, 3, 36, 26, 5, 0] 1432->1433 1470 pH ≤ 3.315 gini = 0.586 samples = 191 value = [0, 3, 7, 58, 107, 15, 1] 1432->1470 1434 alcohol ≤ 11.75 gini = 0.529 samples = 55 value = [0, 0, 2, 34, 16, 3, 0] 1433->1434 1459 pH ≤ 3.165 gini = 0.516 samples = 15 value = [0, 0, 1, 2, 10, 2, 0] 1433->1459 1435 pH ≤ 3.045 gini = 0.185 samples = 20 value = [0, 0, 1, 18, 1, 0, 0] 1434->1435 1440 residual sugar ≤ 3.25 gini = 0.599 samples = 35 value = [0, 0, 1, 16, 15, 3, 0] 1434->1440 1436 pH ≤ 3.035 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1435->1436 1439 gini = 0.0 samples = 18 value = [0, 0, 0, 18, 0, 0, 0] 1435->1439 1437 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1436->1437 1438 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1436->1438 1441 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1440->1441 1442 sulphates ≤ 0.405 gini = 0.597 samples = 31 value = [0, 0, 1, 16, 11, 3, 0] 1440->1442 1443 chlorides ≤ 0.032 gini = 0.643 samples = 14 value = [0, 0, 1, 4, 7, 2, 0] 1442->1443 1452 fixed acidity ≤ 6.55 gini = 0.443 samples = 17 value = [0, 0, 0, 12, 4, 1, 0] 1442->1452 1444 density ≤ 0.99 gini = 0.5 samples = 4 value = [0, 0, 0, 2, 0, 2, 0] 1443->1444 1447 pH ≤ 2.985 gini = 0.46 samples = 10 value = [0, 0, 1, 2, 7, 0, 0] 1443->1447 1445 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1444->1445 1446 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1444->1446 1448 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1447->1448 1449 alcohol ≤ 12.6 gini = 0.219 samples = 8 value = [0, 0, 1, 0, 7, 0, 0] 1447->1449 1450 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1449->1450 1451 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1449->1451 1453 fixed acidity ≤ 5.15 gini = 0.18 samples = 10 value = [0, 0, 0, 9, 0, 1, 0] 1452->1453 1456 density ≤ 0.991 gini = 0.49 samples = 7 value = [0, 0, 0, 3, 4, 0, 0] 1452->1456 1454 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1453->1454 1455 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 1453->1455 1457 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1456->1457 1458 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1456->1458 1460 citric acid ≤ 0.265 gini = 0.625 samples = 4 value = [0, 0, 1, 1, 0, 2, 0] 1459->1460 1465 residual sugar ≤ 5.125 gini = 0.165 samples = 11 value = [0, 0, 0, 1, 10, 0, 0] 1459->1465 1461 alcohol ≤ 11.55 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1460->1461 1464 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1460->1464 1462 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1461->1462 1463 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1461->1463 1466 gini = 0.0 samples = 9 value = [0, 0, 0, 0, 9, 0, 0] 1465->1466 1467 fixed acidity ≤ 5.65 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1465->1467 1468 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1467->1468 1469 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1467->1469 1471 total sulfur dioxide ≤ 160.0 gini = 0.606 samples = 158 value = [0, 3, 6, 54, 82, 12, 1] 1470->1471 1568 pH ≤ 3.545 gini = 0.402 samples = 33 value = [0, 0, 1, 4, 25, 3, 0] 1470->1568 1472 density ≤ 0.99 gini = 0.601 samples = 152 value = [0, 3, 6, 48, 82, 12, 1] 1471->1472 1567 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 1471->1567 1473 alcohol ≤ 12.2 gini = 0.219 samples = 8 value = [0, 0, 0, 7, 1, 0, 0] 1472->1473 1476 fixed acidity ≤ 7.05 gini = 0.593 samples = 144 value = [0, 3, 6, 41, 81, 12, 1] 1472->1476 1474 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1473->1474 1475 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 1473->1475 1477 residual sugar ≤ 2.55 gini = 0.635 samples = 96 value = [0, 2, 3, 32, 47, 11, 1] 1476->1477 1542 alcohol ≤ 11.05 gini = 0.458 samples = 48 value = [0, 1, 3, 9, 34, 1, 0] 1476->1542 1478 density ≤ 0.992 gini = 0.346 samples = 9 value = [0, 0, 2, 0, 7, 0, 0] 1477->1478 1481 total sulfur dioxide ≤ 103.5 gini = 0.637 samples = 87 value = [0, 2, 1, 32, 40, 11, 1] 1477->1481 1479 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1478->1479 1480 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1478->1480 1482 free sulfur dioxide ≤ 28.5 gini = 0.554 samples = 29 value = [0, 1, 0, 17, 9, 2, 0] 1481->1482 1503 chlorides ≤ 0.033 gini = 0.622 samples = 58 value = [0, 1, 1, 15, 31, 9, 1] 1481->1503 1483 residual sugar ≤ 2.95 gini = 0.555 samples = 16 value = [0, 1, 0, 7, 8, 0, 0] 1482->1483 1496 alcohol ≤ 12.55 gini = 0.379 samples = 13 value = [0, 0, 0, 10, 1, 2, 0] 1482->1496 1484 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1483->1484 1485 pH ≤ 3.25 gini = 0.542 samples = 12 value = [0, 1, 0, 7, 4, 0, 0] 1483->1485 1486 citric acid ≤ 0.425 gini = 0.406 samples = 8 value = [0, 1, 0, 6, 1, 0, 0] 1485->1486 1493 sulphates ≤ 0.61 gini = 0.375 samples = 4 value = [0, 0, 0, 1, 3, 0, 0] 1485->1493 1487 total sulfur dioxide ≤ 98.5 gini = 0.245 samples = 7 value = [0, 0, 0, 6, 1, 0, 0] 1486->1487 1492 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1486->1492 1488 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1487->1488 1489 density ≤ 0.99 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1487->1489 1490 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1489->1490 1491 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1489->1491 1494 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1493->1494 1495 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1493->1495 1497 sulphates ≤ 0.61 gini = 0.165 samples = 11 value = [0, 0, 0, 10, 1, 0, 0] 1496->1497 1502 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1496->1502 1498 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 1497->1498 1499 citric acid ≤ 0.325 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1497->1499 1500 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1499->1500 1501 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1499->1501 1504 volatile acidity ≤ 0.2 gini = 0.452 samples = 28 value = [0, 0, 0, 5, 20, 2, 1] 1503->1504 1519 total sulfur dioxide ≤ 131.0 gini = 0.698 samples = 30 value = [0, 1, 1, 10, 11, 7, 0] 1503->1519 1505 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1504->1505 1506 citric acid ≤ 0.345 gini = 0.388 samples = 26 value = [0, 0, 0, 3, 20, 2, 1] 1504->1506 1507 free sulfur dioxide ≤ 51.0 gini = 0.117 samples = 16 value = [0, 0, 0, 0, 15, 0, 1] 1506->1507 1510 free sulfur dioxide ≤ 30.5 gini = 0.62 samples = 10 value = [0, 0, 0, 3, 5, 2, 0] 1506->1510 1508 gini = 0.0 samples = 15 value = [0, 0, 0, 0, 15, 0, 0] 1507->1508 1509 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 0, 1] 1507->1509 1511 citric acid ≤ 0.395 gini = 0.5 samples = 4 value = [0, 0, 0, 2, 0, 2, 0] 1510->1511 1514 sulphates ≤ 0.36 gini = 0.278 samples = 6 value = [0, 0, 0, 1, 5, 0, 0] 1510->1514 1512 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1511->1512 1513 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1511->1513 1515 free sulfur dioxide ≤ 34.5 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1514->1515 1518 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1514->1518 1516 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1515->1516 1517 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1515->1517 1520 total sulfur dioxide ≤ 111.5 gini = 0.673 samples = 14 value = [0, 1, 1, 2, 3, 7, 0] 1519->1520 1535 residual sugar ≤ 3.925 gini = 0.5 samples = 16 value = [0, 0, 0, 8, 8, 0, 0] 1519->1535 1521 sulphates ≤ 0.75 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1520->1521 1524 free sulfur dioxide ≤ 40.5 gini = 0.562 samples = 11 value = [0, 1, 1, 1, 1, 7, 0] 1520->1524 1522 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1521->1522 1523 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1521->1523 1525 volatile acidity ≤ 0.365 gini = 0.245 samples = 7 value = [0, 0, 0, 1, 0, 6, 0] 1524->1525 1528 volatile acidity ≤ 0.195 gini = 0.75 samples = 4 value = [0, 1, 1, 0, 1, 1, 0] 1524->1528 1526 gini = 0.0 samples = 6 value = [0, 0, 0, 0, 0, 6, 0] 1525->1526 1527 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1525->1527 1529 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1528->1529 1530 residual sugar ≤ 2.75 gini = 0.667 samples = 3 value = [0, 1, 1, 0, 1, 0, 0] 1528->1530 1531 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1530->1531 1532 total sulfur dioxide ≤ 124.0 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 1, 0, 0] 1530->1532 1533 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1532->1533 1534 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1532->1534 1536 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1535->1536 1537 volatile acidity ≤ 0.225 gini = 0.397 samples = 11 value = [0, 0, 0, 3, 8, 0, 0] 1535->1537 1538 fixed acidity ≤ 5.85 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 1, 0, 0] 1537->1538 1541 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1537->1541 1539 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1538->1539 1540 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1538->1540 1543 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1542->1543 1544 total sulfur dioxide ≤ 103.5 gini = 0.425 samples = 46 value = [0, 1, 3, 7, 34, 1, 0] 1542->1544 1545 free sulfur dioxide ≤ 34.5 gini = 0.159 samples = 23 value = [0, 0, 2, 0, 21, 0, 0] 1544->1545 1552 citric acid ≤ 0.42 gini = 0.582 samples = 23 value = [0, 1, 1, 7, 13, 1, 0] 1544->1552 1546 chlorides ≤ 0.027 gini = 0.087 samples = 22 value = [0, 0, 1, 0, 21, 0, 0] 1545->1546 1551 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1545->1551 1547 residual sugar ≤ 3.95 gini = 0.32 samples = 5 value = [0, 0, 1, 0, 4, 0, 0] 1546->1547 1550 gini = 0.0 samples = 17 value = [0, 0, 0, 0, 17, 0, 0] 1546->1550 1548 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1547->1548 1549 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1547->1549 1553 free sulfur dioxide ≤ 31.5 gini = 0.53 samples = 20 value = [0, 1, 1, 4, 13, 1, 0] 1552->1553 1566 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1552->1566 1554 free sulfur dioxide ≤ 14.5 gini = 0.741 samples = 9 value = [0, 1, 1, 3, 3, 1, 0] 1553->1554 1563 fixed acidity ≤ 7.95 gini = 0.165 samples = 11 value = [0, 0, 0, 1, 10, 0, 0] 1553->1563 1555 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1554->1555 1556 sulphates ≤ 0.595 gini = 0.667 samples = 6 value = [0, 1, 1, 3, 0, 1, 0] 1554->1556 1557 citric acid ≤ 0.36 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 0, 1, 0] 1556->1557 1560 sulphates ≤ 0.745 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 1556->1560 1558 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1557->1558 1559 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1557->1559 1561 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1560->1561 1562 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1560->1562 1564 gini = 0.0 samples = 10 value = [0, 0, 0, 0, 10, 0, 0] 1563->1564 1565 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1563->1565 1569 chlorides ≤ 0.021 gini = 0.293 samples = 30 value = [0, 0, 1, 3, 25, 1, 0] 1568->1569 1582 chlorides ≤ 0.029 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 0, 2, 0] 1568->1582 1570 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1569->1570 1571 residual sugar ≤ 6.85 gini = 0.245 samples = 29 value = [0, 0, 0, 3, 25, 1, 0] 1569->1571 1572 sulphates ≤ 0.72 gini = 0.191 samples = 28 value = [0, 0, 0, 3, 25, 0, 0] 1571->1572 1581 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1571->1581 1573 total sulfur dioxide ≤ 78.5 gini = 0.137 samples = 27 value = [0, 0, 0, 2, 25, 0, 0] 1572->1573 1580 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1572->1580 1574 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1573->1574 1575 fixed acidity ≤ 6.95 gini = 0.074 samples = 26 value = [0, 0, 0, 1, 25, 0, 0] 1573->1575 1576 gini = 0.0 samples = 22 value = [0, 0, 0, 0, 22, 0, 0] 1575->1576 1577 chlorides ≤ 0.034 gini = 0.375 samples = 4 value = [0, 0, 0, 1, 3, 0, 0] 1575->1577 1578 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1577->1578 1579 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1577->1579 1583 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1582->1583 1584 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1582->1584 1586 pH ≤ 3.395 gini = 0.616 samples = 89 value = [0, 2, 12, 51, 14, 10, 0] 1585->1586 1641 volatile acidity ≤ 0.225 gini = 0.578 samples = 46 value = [1, 0, 0, 21, 21, 3, 0] 1585->1641 1587 fixed acidity ≤ 6.35 gini = 0.582 samples = 82 value = [0, 2, 12, 50, 10, 8, 0] 1586->1587 1636 volatile acidity ≤ 0.33 gini = 0.571 samples = 7 value = [0, 0, 0, 1, 4, 2, 0] 1586->1636 1588 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 1587->1588 1589 alcohol ≤ 11.15 gini = 0.642 samples = 70 value = [0, 2, 12, 38, 10, 8, 0] 1587->1589 1590 volatile acidity ≤ 0.265 gini = 0.678 samples = 34 value = [0, 1, 11, 15, 3, 4, 0] 1589->1590 1613 alcohol ≤ 11.85 gini = 0.54 samples = 36 value = [0, 1, 1, 23, 7, 4, 0] 1589->1613 1591 free sulfur dioxide ≤ 19.5 gini = 0.591 samples = 22 value = [0, 0, 3, 13, 2, 4, 0] 1590->1591 1606 fixed acidity ≤ 7.55 gini = 0.514 samples = 12 value = [0, 1, 8, 2, 1, 0, 0] 1590->1606 1592 pH ≤ 3.14 gini = 0.64 samples = 5 value = [0, 0, 1, 0, 2, 2, 0] 1591->1592 1597 sulphates ≤ 0.375 gini = 0.388 samples = 17 value = [0, 0, 2, 13, 0, 2, 0] 1591->1597 1593 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1592->1593 1594 residual sugar ≤ 4.15 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 2, 0, 0] 1592->1594 1595 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1594->1595 1596 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1594->1596 1598 residual sugar ≤ 7.025 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 0, 2, 0] 1597->1598 1601 citric acid ≤ 0.385 gini = 0.133 samples = 14 value = [0, 0, 1, 13, 0, 0, 0] 1597->1601 1599 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1598->1599 1600 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1598->1600 1602 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 1601->1602 1603 citric acid ≤ 0.4 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1601->1603 1604 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1603->1604 1605 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1603->1605 1607 citric acid ≤ 0.17 gini = 0.198 samples = 9 value = [0, 1, 8, 0, 0, 0, 0] 1606->1607 1610 total sulfur dioxide ≤ 143.5 gini = 0.444 samples = 3 value = [0, 0, 0, 2, 1, 0, 0] 1606->1610 1608 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1607->1608 1609 gini = 0.0 samples = 8 value = [0, 0, 8, 0, 0, 0, 0] 1607->1609 1611 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1610->1611 1612 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1610->1612 1614 volatile acidity ≤ 0.195 gini = 0.374 samples = 23 value = [0, 1, 1, 18, 2, 1, 0] 1613->1614 1627 density ≤ 0.993 gini = 0.651 samples = 13 value = [0, 0, 0, 5, 5, 3, 0] 1613->1627 1615 fixed acidity ≤ 7.15 gini = 0.64 samples = 5 value = [0, 1, 0, 2, 2, 0, 0] 1614->1615 1620 sulphates ≤ 0.295 gini = 0.204 samples = 18 value = [0, 0, 1, 16, 0, 1, 0] 1614->1620 1616 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1615->1616 1617 chlorides ≤ 0.036 gini = 0.444 samples = 3 value = [0, 1, 0, 0, 2, 0, 0] 1615->1617 1618 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1617->1618 1619 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1617->1619 1621 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1620->1621 1622 alcohol ≤ 11.35 gini = 0.111 samples = 17 value = [0, 0, 0, 16, 0, 1, 0] 1620->1622 1623 total sulfur dioxide ≤ 159.0 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 0, 1, 0] 1622->1623 1626 gini = 0.0 samples = 15 value = [0, 0, 0, 15, 0, 0, 0] 1622->1626 1624 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1623->1624 1625 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1623->1625 1628 pH ≤ 3.255 gini = 0.531 samples = 8 value = [0, 0, 0, 5, 1, 2, 0] 1627->1628 1633 alcohol ≤ 12.3 gini = 0.32 samples = 5 value = [0, 0, 0, 0, 4, 1, 0] 1627->1633 1629 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1628->1629 1630 residual sugar ≤ 6.4 gini = 0.278 samples = 6 value = [0, 0, 0, 5, 1, 0, 0] 1628->1630 1631 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1630->1631 1632 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1630->1632 1634 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1633->1634 1635 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1633->1635 1637 citric acid ≤ 0.325 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 0, 2, 0] 1636->1637 1640 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1636->1640 1638 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1637->1638 1639 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1637->1639 1642 volatile acidity ≤ 0.165 gini = 0.32 samples = 16 value = [0, 0, 0, 2, 13, 1, 0] 1641->1642 1649 chlorides ≤ 0.038 gini = 0.522 samples = 30 value = [1, 0, 0, 19, 8, 2, 0] 1641->1649 1643 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1642->1643 1644 free sulfur dioxide ≤ 40.0 gini = 0.231 samples = 15 value = [0, 0, 0, 2, 13, 0, 0] 1642->1644 1645 total sulfur dioxide ≤ 95.0 gini = 0.133 samples = 14 value = [0, 0, 0, 1, 13, 0, 0] 1644->1645 1648 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1644->1648 1646 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1645->1646 1647 gini = 0.0 samples = 13 value = [0, 0, 0, 0, 13, 0, 0] 1645->1647 1650 volatile acidity ≤ 0.435 gini = 0.457 samples = 28 value = [1, 0, 0, 19, 8, 0, 0] 1649->1650 1665 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1649->1665 1651 total sulfur dioxide ≤ 83.0 gini = 0.355 samples = 23 value = [1, 0, 0, 18, 4, 0, 0] 1650->1651 1662 density ≤ 0.997 gini = 0.32 samples = 5 value = [0, 0, 0, 1, 4, 0, 0] 1650->1662 1652 volatile acidity ≤ 0.34 gini = 0.5 samples = 2 value = [1, 0, 0, 0, 1, 0, 0] 1651->1652 1655 free sulfur dioxide ≤ 43.5 gini = 0.245 samples = 21 value = [0, 0, 0, 18, 3, 0, 0] 1651->1655 1653 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1652->1653 1654 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1652->1654 1656 sulphates ≤ 0.31 gini = 0.105 samples = 18 value = [0, 0, 0, 17, 1, 0, 0] 1655->1656 1659 density ≤ 0.994 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1655->1659 1657 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1656->1657 1658 gini = 0.0 samples = 17 value = [0, 0, 0, 17, 0, 0, 0] 1656->1658 1660 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1659->1660 1661 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1659->1661 1663 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1662->1663 1664 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1662->1664 1667 volatile acidity ≤ 0.305 gini = 0.662 samples = 32 value = [1, 0, 16, 7, 6, 2, 0] 1666->1667 1690 residual sugar ≤ 3.95 gini = 0.142 samples = 13 value = [0, 1, 0, 12, 0, 0, 0] 1666->1690 1668 volatile acidity ≤ 0.285 gini = 0.693 samples = 19 value = [1, 0, 6, 7, 5, 0, 0] 1667->1668 1683 free sulfur dioxide ≤ 18.0 gini = 0.379 samples = 13 value = [0, 0, 10, 0, 1, 2, 0] 1667->1683 1669 pH ≤ 3.07 gini = 0.622 samples = 14 value = [1, 0, 6, 6, 1, 0, 0] 1668->1669 1680 chlorides ≤ 0.038 gini = 0.32 samples = 5 value = [0, 0, 0, 1, 4, 0, 0] 1668->1680 1670 fixed acidity ≤ 9.05 gini = 0.562 samples = 8 value = [1, 0, 1, 5, 1, 0, 0] 1669->1670 1677 total sulfur dioxide ≤ 103.0 gini = 0.278 samples = 6 value = [0, 0, 5, 1, 0, 0, 0] 1669->1677 1671 sulphates ≤ 0.42 gini = 0.278 samples = 6 value = [0, 0, 1, 5, 0, 0, 0] 1670->1671 1674 free sulfur dioxide ≤ 77.5 gini = 0.5 samples = 2 value = [1, 0, 0, 0, 1, 0, 0] 1670->1674 1672 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1671->1672 1673 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1671->1673 1675 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1674->1675 1676 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1674->1676 1678 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 1677->1678 1679 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1677->1679 1681 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1680->1681 1682 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1680->1682 1684 citric acid ≤ 0.33 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 0, 2, 0] 1683->1684 1687 chlorides ≤ 0.038 gini = 0.18 samples = 10 value = [0, 0, 9, 0, 1, 0, 0] 1683->1687 1685 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1684->1685 1686 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1684->1686 1688 gini = 0.0 samples = 9 value = [0, 0, 9, 0, 0, 0, 0] 1687->1688 1689 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1687->1689 1691 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 1690->1691 1692 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1690->1692 1694 citric acid ≤ 0.245 gini = 0.415 samples = 17 value = [0, 0, 0, 5, 12, 0, 0] 1693->1694 1701 sulphates ≤ 0.885 gini = 0.608 samples = 373 value = [2, 4, 56, 209, 86, 16, 0] 1693->1701 1695 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1694->1695 1696 citric acid ≤ 0.435 gini = 0.245 samples = 14 value = [0, 0, 0, 2, 12, 0, 0] 1694->1696 1697 free sulfur dioxide ≤ 15.5 gini = 0.142 samples = 13 value = [0, 0, 0, 1, 12, 0, 0] 1696->1697 1700 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1696->1700 1698 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1697->1698 1699 gini = 0.0 samples = 12 value = [0, 0, 0, 0, 12, 0, 0] 1697->1699 1702 total sulfur dioxide ≤ 100.5 gini = 0.602 samples = 369 value = [2, 4, 56, 209, 85, 13, 0] 1701->1702 1919 volatile acidity ≤ 0.245 gini = 0.375 samples = 4 value = [0, 0, 0, 0, 1, 3, 0] 1701->1919 1703 density ≤ 0.993 gini = 0.442 samples = 76 value = [0, 2, 5, 55, 13, 1, 0] 1702->1703 1740 total sulfur dioxide ≤ 158.5 gini = 0.631 samples = 293 value = [2, 2, 51, 154, 72, 12, 0] 1702->1740 1704 volatile acidity ≤ 0.29 gini = 0.403 samples = 72 value = [0, 1, 3, 54, 13, 1, 0] 1703->1704 1735 volatile acidity ≤ 0.42 gini = 0.625 samples = 4 value = [0, 1, 2, 1, 0, 0, 0] 1703->1735 1705 density ≤ 0.99 gini = 0.322 samples = 58 value = [0, 0, 3, 47, 8, 0, 0] 1704->1705 1726 sulphates ≤ 0.595 gini = 0.612 samples = 14 value = [0, 1, 0, 7, 5, 1, 0] 1704->1726 1706 volatile acidity ≤ 0.25 gini = 0.48 samples = 5 value = [0, 0, 0, 2, 3, 0, 0] 1705->1706 1709 chlorides ≤ 0.043 gini = 0.267 samples = 53 value = [0, 0, 3, 45, 5, 0, 0] 1705->1709 1707 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1706->1707 1708 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1706->1708 1710 gini = 0.0 samples = 19 value = [0, 0, 0, 19, 0, 0, 0] 1709->1710 1711 alcohol ≤ 10.95 gini = 0.386 samples = 34 value = [0, 0, 3, 26, 5, 0, 0] 1709->1711 1712 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1711->1712 1713 fixed acidity ≤ 5.5 gini = 0.322 samples = 32 value = [0, 0, 3, 26, 3, 0, 0] 1711->1713 1714 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1713->1714 1715 pH ≤ 3.185 gini = 0.283 samples = 31 value = [0, 0, 2, 26, 3, 0, 0] 1713->1715 1716 sulphates ≤ 0.485 gini = 0.438 samples = 18 value = [0, 0, 2, 13, 3, 0, 0] 1715->1716 1725 gini = 0.0 samples = 13 value = [0, 0, 0, 13, 0, 0, 0] 1715->1725 1717 pH ≤ 3.155 gini = 0.142 samples = 13 value = [0, 0, 0, 12, 1, 0, 0] 1716->1717 1720 volatile acidity ≤ 0.245 gini = 0.64 samples = 5 value = [0, 0, 2, 1, 2, 0, 0] 1716->1720 1718 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 1717->1718 1719 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1717->1719 1721 sulphates ≤ 0.62 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1720->1721 1724 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1720->1724 1722 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1721->1722 1723 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1721->1723 1727 volatile acidity ≤ 0.325 gini = 0.48 samples = 10 value = [0, 1, 0, 7, 1, 1, 0] 1726->1727 1734 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1726->1734 1728 pH ≤ 3.125 gini = 0.5 samples = 2 value = [0, 1, 0, 0, 1, 0, 0] 1727->1728 1731 pH ≤ 3.345 gini = 0.219 samples = 8 value = [0, 0, 0, 7, 0, 1, 0] 1727->1731 1729 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1728->1729 1730 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1728->1730 1732 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 1731->1732 1733 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1731->1733 1736 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1735->1736 1737 density ≤ 0.995 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 1735->1737 1738 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1737->1738 1739 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1737->1739 1741 residual sugar ≤ 1.15 gini = 0.647 samples = 217 value = [1, 2, 35, 106, 64, 9, 0] 1740->1741 1876 sulphates ≤ 0.415 gini = 0.544 samples = 76 value = [1, 0, 16, 48, 8, 3, 0] 1740->1876 1742 total sulfur dioxide ≤ 141.5 gini = 0.669 samples = 22 value = [1, 1, 10, 7, 3, 0, 0] 1741->1742 1755 fixed acidity ≤ 5.75 gini = 0.626 samples = 195 value = [0, 1, 25, 99, 61, 9, 0] 1741->1755 1743 citric acid ≤ 0.34 gini = 0.703 samples = 16 value = [1, 1, 4, 7, 3, 0, 0] 1742->1743 1754 gini = 0.0 samples = 6 value = [0, 0, 6, 0, 0, 0, 0] 1742->1754 1744 residual sugar ≤ 0.975 gini = 0.594 samples = 8 value = [0, 0, 4, 1, 3, 0, 0] 1743->1744 1749 density ≤ 0.992 gini = 0.406 samples = 8 value = [1, 1, 0, 6, 0, 0, 0] 1743->1749 1745 gini = 0.0 samples = 4 value = [0, 0, 4, 0, 0, 0, 0] 1744->1745 1746 citric acid ≤ 0.305 gini = 0.375 samples = 4 value = [0, 0, 0, 1, 3, 0, 0] 1744->1746 1747 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1746->1747 1748 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1746->1748 1750 gini = 0.0 samples = 6 value = [0, 0, 0, 6, 0, 0, 0] 1749->1750 1751 citric acid ≤ 0.42 gini = 0.5 samples = 2 value = [1, 1, 0, 0, 0, 0, 0] 1749->1751 1752 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1751->1752 1753 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1751->1753 1756 alcohol ≤ 11.033 gini = 0.142 samples = 13 value = [0, 0, 0, 12, 1, 0, 0] 1755->1756 1761 density ≤ 0.99 gini = 0.641 samples = 182 value = [0, 1, 25, 87, 60, 9, 0] 1755->1761 1757 citric acid ≤ 0.275 gini = 0.444 samples = 3 value = [0, 0, 0, 2, 1, 0, 0] 1756->1757 1760 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 1756->1760 1758 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1757->1758 1759 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1757->1759 1762 gini = 0.0 samples = 5 value = [0, 0, 0, 0, 5, 0, 0] 1761->1762 1763 total sulfur dioxide ≤ 120.0 gini = 0.639 samples = 177 value = [0, 1, 25, 87, 55, 9, 0] 1761->1763 1764 residual sugar ≤ 2.25 gini = 0.574 samples = 63 value = [0, 1, 11, 38, 11, 2, 0] 1763->1764 1797 residual sugar ≤ 8.45 gini = 0.647 samples = 114 value = [0, 0, 14, 49, 44, 7, 0] 1763->1797 1765 chlorides ≤ 0.041 gini = 0.346 samples = 27 value = [0, 0, 6, 21, 0, 0, 0] 1764->1765 1776 sulphates ≤ 0.47 gini = 0.66 samples = 36 value = [0, 1, 5, 17, 11, 2, 0] 1764->1776 1766 citric acid ≤ 0.24 gini = 0.375 samples = 4 value = [0, 0, 3, 1, 0, 0, 0] 1765->1766 1769 sulphates ≤ 0.725 gini = 0.227 samples = 23 value = [0, 0, 3, 20, 0, 0, 0] 1765->1769 1767 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1766->1767 1768 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1766->1768 1770 density ≤ 0.99 gini = 0.165 samples = 22 value = [0, 0, 2, 20, 0, 0, 0] 1769->1770 1775 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1769->1775 1771 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1770->1771 1772 density ≤ 0.993 gini = 0.091 samples = 21 value = [0, 0, 1, 20, 0, 0, 0] 1770->1772 1773 gini = 0.0 samples = 20 value = [0, 0, 0, 20, 0, 0, 0] 1772->1773 1774 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1772->1774 1777 chlorides ≤ 0.057 gini = 0.525 samples = 20 value = [0, 0, 4, 13, 1, 2, 0] 1776->1777 1788 free sulfur dioxide ≤ 23.0 gini = 0.539 samples = 16 value = [0, 1, 1, 4, 10, 0, 0] 1776->1788 1778 density ≤ 0.992 gini = 0.451 samples = 18 value = [0, 0, 2, 13, 1, 2, 0] 1777->1778 1787 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1777->1787 1779 alcohol ≤ 11.55 gini = 0.735 samples = 7 value = [0, 0, 2, 2, 1, 2, 0] 1778->1779 1786 gini = 0.0 samples = 11 value = [0, 0, 0, 11, 0, 0, 0] 1778->1786 1780 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1779->1780 1781 alcohol ≤ 12.35 gini = 0.64 samples = 5 value = [0, 0, 0, 2, 1, 2, 0] 1779->1781 1782 total sulfur dioxide ≤ 102.5 gini = 0.444 samples = 3 value = [0, 0, 0, 0, 1, 2, 0] 1781->1782 1785 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1781->1785 1783 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1782->1783 1784 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1782->1784 1789 pH ≤ 3.135 gini = 0.56 samples = 5 value = [0, 1, 1, 3, 0, 0, 0] 1788->1789 1794 alcohol ≤ 12.5 gini = 0.165 samples = 11 value = [0, 0, 0, 1, 10, 0, 0] 1788->1794 1790 total sulfur dioxide ≤ 107.0 gini = 0.5 samples = 2 value = [0, 1, 1, 0, 0, 0, 0] 1789->1790 1793 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1789->1793 1791 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1790->1791 1792 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1790->1792 1795 gini = 0.0 samples = 10 value = [0, 0, 0, 0, 10, 0, 0] 1794->1795 1796 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1794->1796 1798 volatile acidity ≤ 0.205 gini = 0.634 samples = 102 value = [0, 0, 14, 48, 36, 4, 0] 1797->1798 1869 alcohol ≤ 11.5 gini = 0.486 samples = 12 value = [0, 0, 0, 1, 8, 3, 0] 1797->1869 1799 citric acid ≤ 0.465 gini = 0.51 samples = 27 value = [0, 0, 0, 10, 16, 1, 0] 1798->1799 1812 total sulfur dioxide ≤ 122.5 gini = 0.636 samples = 75 value = [0, 0, 14, 38, 20, 3, 0] 1798->1812 1800 free sulfur dioxide ≤ 46.5 gini = 0.446 samples = 23 value = [0, 0, 0, 6, 16, 1, 0] 1799->1800 1811 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1799->1811 1801 free sulfur dioxide ≤ 41.0 gini = 0.539 samples = 16 value = [0, 0, 0, 6, 9, 1, 0] 1800->1801 1810 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1800->1810 1802 chlorides ≤ 0.057 gini = 0.375 samples = 12 value = [0, 0, 0, 3, 9, 0, 0] 1801->1802 1807 chlorides ≤ 0.041 gini = 0.375 samples = 4 value = [0, 0, 0, 3, 0, 1, 0] 1801->1807 1803 alcohol ≤ 11.7 gini = 0.18 samples = 10 value = [0, 0, 0, 1, 9, 0, 0] 1802->1803 1806 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1802->1806 1804 gini = 0.0 samples = 9 value = [0, 0, 0, 0, 9, 0, 0] 1803->1804 1805 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1803->1805 1808 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1807->1808 1809 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1807->1809 1813 citric acid ≤ 0.3 gini = 0.519 samples = 9 value = [0, 0, 1, 1, 6, 1, 0] 1812->1813 1820 citric acid ≤ 0.255 gini = 0.601 samples = 66 value = [0, 0, 13, 37, 14, 2, 0] 1812->1820 1814 fixed acidity ≤ 7.3 gini = 0.667 samples = 3 value = [0, 0, 1, 1, 0, 1, 0] 1813->1814 1819 gini = 0.0 samples = 6 value = [0, 0, 0, 0, 6, 0, 0] 1813->1819 1815 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1814->1815 1816 volatile acidity ≤ 0.335 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 0, 1, 0] 1814->1816 1817 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1816->1817 1818 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1816->1818 1821 density ≤ 0.992 gini = 0.688 samples = 8 value = [0, 0, 3, 1, 3, 1, 0] 1820->1821 1828 density ≤ 0.992 gini = 0.549 samples = 58 value = [0, 0, 10, 36, 11, 1, 0] 1820->1828 1822 volatile acidity ≤ 0.285 gini = 0.56 samples = 5 value = [0, 0, 0, 1, 3, 1, 0] 1821->1822 1827 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1821->1827 1823 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1822->1823 1824 citric acid ≤ 0.245 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 0, 1, 0] 1822->1824 1825 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1824->1825 1826 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1824->1826 1829 fixed acidity ≤ 7.7 gini = 0.639 samples = 33 value = [0, 0, 6, 16, 10, 1, 0] 1828->1829 1856 fixed acidity ≤ 9.2 gini = 0.333 samples = 25 value = [0, 0, 4, 20, 1, 0, 0] 1828->1856 1830 pH ≤ 3.325 gini = 0.593 samples = 30 value = [0, 0, 3, 16, 10, 1, 0] 1829->1830 1855 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1829->1855 1831 volatile acidity ≤ 0.235 gini = 0.518 samples = 23 value = [0, 0, 2, 15, 5, 1, 0] 1830->1831 1850 citric acid ≤ 0.285 gini = 0.449 samples = 7 value = [0, 0, 1, 1, 5, 0, 0] 1830->1850 1832 fixed acidity ≤ 6.55 gini = 0.625 samples = 4 value = [0, 0, 1, 0, 2, 1, 0] 1831->1832 1837 residual sugar ≤ 4.4 gini = 0.349 samples = 19 value = [0, 0, 1, 15, 3, 0, 0] 1831->1837 1833 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1832->1833 1834 volatile acidity ≤ 0.22 gini = 0.5 samples = 2 value = [0, 0, 1, 0, 0, 1, 0] 1832->1834 1835 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1834->1835 1836 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1834->1836 1838 total sulfur dioxide ≤ 156.5 gini = 0.29 samples = 18 value = [0, 0, 1, 15, 2, 0, 0] 1837->1838 1849 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1837->1849 1839 total sulfur dioxide ≤ 154.0 gini = 0.215 samples = 17 value = [0, 0, 1, 15, 1, 0, 0] 1838->1839 1848 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1838->1848 1840 citric acid ≤ 0.48 gini = 0.124 samples = 15 value = [0, 0, 0, 14, 1, 0, 0] 1839->1840 1845 density ≤ 0.991 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1839->1845 1841 gini = 0.0 samples = 12 value = [0, 0, 0, 12, 0, 0, 0] 1840->1841 1842 fixed acidity ≤ 7.2 gini = 0.444 samples = 3 value = [0, 0, 0, 2, 1, 0, 0] 1840->1842 1843 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1842->1843 1844 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1842->1844 1846 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1845->1846 1847 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1845->1847 1851 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1850->1851 1852 density ≤ 0.991 gini = 0.278 samples = 6 value = [0, 0, 0, 1, 5, 0, 0] 1850->1852 1853 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1852->1853 1854 gini = 0.0 samples = 5 value = [0, 0, 0, 0, 5, 0, 0] 1852->1854 1857 alcohol ≤ 12.25 gini = 0.288 samples = 24 value = [0, 0, 3, 20, 1, 0, 0] 1856->1857 1868 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1856->1868 1858 fixed acidity ≤ 6.65 gini = 0.234 samples = 23 value = [0, 0, 2, 20, 1, 0, 0] 1857->1858 1867 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1857->1867 1859 citric acid ≤ 0.325 gini = 0.444 samples = 6 value = [0, 0, 2, 4, 0, 0, 0] 1858->1859 1862 total sulfur dioxide ≤ 151.5 gini = 0.111 samples = 17 value = [0, 0, 0, 16, 1, 0, 0] 1858->1862 1860 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1859->1860 1861 gini = 0.0 samples = 2 value = [0, 0, 2, 0, 0, 0, 0] 1859->1861 1863 gini = 0.0 samples = 15 value = [0, 0, 0, 15, 0, 0, 0] 1862->1863 1864 residual sugar ≤ 6.45 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1862->1864 1865 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1864->1865 1866 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1864->1866 1870 free sulfur dioxide ≤ 55.5 gini = 0.219 samples = 8 value = [0, 0, 0, 1, 7, 0, 0] 1869->1870 1873 fixed acidity ≤ 6.95 gini = 0.375 samples = 4 value = [0, 0, 0, 0, 1, 3, 0] 1869->1873 1871 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1870->1871 1872 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1870->1872 1874 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1873->1874 1875 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 0, 3, 0] 1873->1875 1877 citric acid ≤ 0.34 gini = 0.728 samples = 18 value = [1, 0, 7, 5, 2, 3, 0] 1876->1877 1894 residual sugar ≤ 2.35 gini = 0.416 samples = 58 value = [0, 0, 9, 43, 6, 0, 0] 1876->1894 1878 alcohol ≤ 11.7 gini = 0.569 samples = 12 value = [1, 0, 6, 5, 0, 0, 0] 1877->1878 1889 pH ≤ 3.24 gini = 0.611 samples = 6 value = [0, 0, 1, 0, 2, 3, 0] 1877->1889 1879 citric acid ≤ 0.245 gini = 0.494 samples = 9 value = [1, 0, 6, 2, 0, 0, 0] 1878->1879 1888 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1878->1888 1880 sulphates ≤ 0.325 gini = 0.5 samples = 2 value = [1, 0, 0, 1, 0, 0, 0] 1879->1880 1883 pH ≤ 3.225 gini = 0.245 samples = 7 value = [0, 0, 6, 1, 0, 0, 0] 1879->1883 1881 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1880->1881 1882 gini = 0.0 samples = 1 value = [1, 0, 0, 0, 0, 0, 0] 1880->1882 1884 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 1883->1884 1885 density ≤ 0.993 gini = 0.5 samples = 2 value = [0, 0, 1, 1, 0, 0, 0] 1883->1885 1886 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1885->1886 1887 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1885->1887 1890 sulphates ≤ 0.395 gini = 0.444 samples = 3 value = [0, 0, 1, 0, 2, 0, 0] 1889->1890 1893 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 0, 3, 0] 1889->1893 1891 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1890->1891 1892 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1890->1892 1895 volatile acidity ≤ 0.28 gini = 0.58 samples = 24 value = [0, 0, 8, 13, 3, 0, 0] 1894->1895 1908 density ≤ 0.996 gini = 0.213 samples = 34 value = [0, 0, 1, 30, 3, 0, 0] 1894->1908 1896 density ≤ 0.992 gini = 0.457 samples = 17 value = [0, 0, 3, 12, 2, 0, 0] 1895->1896 1903 chlorides ≤ 0.042 gini = 0.449 samples = 7 value = [0, 0, 5, 1, 1, 0, 0] 1895->1903 1897 gini = 0.0 samples = 10 value = [0, 0, 0, 10, 0, 0, 0] 1896->1897 1898 fixed acidity ≤ 7.0 gini = 0.653 samples = 7 value = [0, 0, 3, 2, 2, 0, 0] 1896->1898 1899 gini = 0.0 samples = 3 value = [0, 0, 3, 0, 0, 0, 0] 1898->1899 1900 volatile acidity ≤ 0.255 gini = 0.5 samples = 4 value = [0, 0, 0, 2, 2, 0, 0] 1898->1900 1901 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1900->1901 1902 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1900->1902 1904 free sulfur dioxide ≤ 39.0 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1903->1904 1907 gini = 0.0 samples = 5 value = [0, 0, 5, 0, 0, 0, 0] 1903->1907 1905 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1904->1905 1906 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1904->1906 1909 alcohol ≤ 10.95 gini = 0.123 samples = 31 value = [0, 0, 1, 29, 1, 0, 0] 1908->1909 1916 chlorides ≤ 0.059 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1908->1916 1910 pH ≤ 3.005 gini = 0.5 samples = 6 value = [0, 0, 1, 4, 1, 0, 0] 1909->1910 1915 gini = 0.0 samples = 25 value = [0, 0, 0, 25, 0, 0, 0] 1909->1915 1911 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1910->1911 1912 free sulfur dioxide ≤ 46.5 gini = 0.32 samples = 5 value = [0, 0, 0, 4, 1, 0, 0] 1910->1912 1913 gini = 0.0 samples = 4 value = [0, 0, 0, 4, 0, 0, 0] 1912->1913 1914 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1912->1914 1917 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1916->1917 1918 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1916->1918 1920 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 0, 3, 0] 1919->1920 1921 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1919->1921 1923 pH ≤ 3.295 gini = 0.48 samples = 23 value = [0, 1, 0, 15, 7, 0, 0] 1922->1923 1938 fixed acidity ≤ 5.55 gini = 0.585 samples = 148 value = [0, 1, 2, 35, 85, 25, 0] 1922->1938 1924 sulphates ≤ 0.3 gini = 0.291 samples = 17 value = [0, 0, 0, 14, 3, 0, 0] 1923->1924 1933 density ≤ 0.99 gini = 0.5 samples = 6 value = [0, 1, 0, 1, 4, 0, 0] 1923->1933 1925 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1924->1925 1926 sulphates ≤ 0.745 gini = 0.219 samples = 16 value = [0, 0, 0, 14, 2, 0, 0] 1924->1926 1927 density ≤ 0.994 gini = 0.124 samples = 15 value = [0, 0, 0, 14, 1, 0, 0] 1926->1927 1932 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1926->1932 1928 gini = 0.0 samples = 13 value = [0, 0, 0, 13, 0, 0, 0] 1927->1928 1929 residual sugar ≤ 12.025 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 1, 0, 0] 1927->1929 1930 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1929->1930 1931 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1929->1931 1934 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1933->1934 1935 chlorides ≤ 0.02 gini = 0.5 samples = 2 value = [0, 1, 0, 1, 0, 0, 0] 1933->1935 1936 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1935->1936 1937 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1935->1937 1939 density ≤ 0.989 gini = 0.58 samples = 20 value = [0, 0, 0, 2, 8, 10, 0] 1938->1939 1950 residual sugar ≤ 1.85 gini = 0.558 samples = 128 value = [0, 1, 2, 33, 77, 15, 0] 1938->1950 1940 pH ≤ 3.205 gini = 0.544 samples = 13 value = [0, 0, 0, 2, 8, 3, 0] 1939->1940 1949 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 0, 7, 0] 1939->1949 1941 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 1940->1941 1942 chlorides ≤ 0.026 gini = 0.43 samples = 11 value = [0, 0, 0, 2, 8, 1, 0] 1940->1942 1943 residual sugar ≤ 2.0 gini = 0.625 samples = 4 value = [0, 0, 0, 2, 1, 1, 0] 1942->1943 1948 gini = 0.0 samples = 7 value = [0, 0, 0, 0, 7, 0, 0] 1942->1948 1944 total sulfur dioxide ≤ 130.0 gini = 0.5 samples = 2 value = [0, 0, 0, 0, 1, 1, 0] 1943->1944 1947 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1943->1947 1945 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1944->1945 1946 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1944->1946 1951 volatile acidity ≤ 0.385 gini = 0.675 samples = 25 value = [0, 1, 1, 11, 8, 4, 0] 1950->1951 1968 volatile acidity ≤ 0.61 gini = 0.494 samples = 103 value = [0, 0, 1, 22, 69, 11, 0] 1950->1968 1952 free sulfur dioxide ≤ 34.5 gini = 0.576 samples = 21 value = [0, 0, 1, 11, 8, 1, 0] 1951->1952 1965 total sulfur dioxide ≤ 75.5 gini = 0.375 samples = 4 value = [0, 1, 0, 0, 0, 3, 0] 1951->1965 1953 residual sugar ≤ 1.35 gini = 0.439 samples = 14 value = [0, 0, 1, 10, 3, 0, 0] 1952->1953 1960 residual sugar ≤ 1.25 gini = 0.449 samples = 7 value = [0, 0, 0, 1, 5, 1, 0] 1952->1960 1954 density ≤ 0.989 gini = 0.375 samples = 4 value = [0, 0, 0, 1, 3, 0, 0] 1953->1954 1957 free sulfur dioxide ≤ 26.0 gini = 0.18 samples = 10 value = [0, 0, 1, 9, 0, 0, 0] 1953->1957 1955 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 3, 0, 0] 1954->1955 1956 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1954->1956 1958 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1957->1958 1959 gini = 0.0 samples = 9 value = [0, 0, 0, 9, 0, 0, 0] 1957->1959 1961 residual sugar ≤ 1.1 gini = 0.5 samples = 2 value = [0, 0, 0, 1, 0, 1, 0] 1960->1961 1964 gini = 0.0 samples = 5 value = [0, 0, 0, 0, 5, 0, 0] 1960->1964 1962 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1961->1962 1963 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1961->1963 1966 gini = 0.0 samples = 3 value = [0, 0, 0, 0, 0, 3, 0] 1965->1966 1967 gini = 0.0 samples = 1 value = [0, 1, 0, 0, 0, 0, 0] 1965->1967 1969 sulphates ≤ 0.475 gini = 0.476 samples = 100 value = [0, 0, 1, 19, 69, 11, 0] 1968->1969 2012 gini = 0.0 samples = 3 value = [0, 0, 0, 3, 0, 0, 0] 1968->2012 1970 sulphates ≤ 0.445 gini = 0.529 samples = 63 value = [0, 0, 1, 18, 39, 5, 0] 1969->1970 1999 pH ≤ 3.265 gini = 0.316 samples = 37 value = [0, 0, 0, 1, 30, 6, 0] 1969->1999 1971 free sulfur dioxide ≤ 28.5 gini = 0.456 samples = 48 value = [0, 0, 1, 9, 34, 4, 0] 1970->1971 1990 chlorides ≤ 0.035 gini = 0.524 samples = 15 value = [0, 0, 0, 9, 5, 1, 0] 1970->1990 1972 citric acid ≤ 0.345 gini = 0.658 samples = 15 value = [0, 0, 0, 6, 5, 4, 0] 1971->1972 1979 free sulfur dioxide ≤ 47.5 gini = 0.219 samples = 33 value = [0, 0, 1, 3, 29, 0, 0] 1971->1979 1973 density ≤ 0.99 gini = 0.58 samples = 10 value = [0, 0, 0, 1, 5, 4, 0] 1972->1973 1978 gini = 0.0 samples = 5 value = [0, 0, 0, 5, 0, 0, 0] 1972->1978 1974 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 0, 4, 0] 1973->1974 1975 citric acid ≤ 0.255 gini = 0.278 samples = 6 value = [0, 0, 0, 1, 5, 0, 0] 1973->1975 1976 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1975->1976 1977 gini = 0.0 samples = 5 value = [0, 0, 0, 0, 5, 0, 0] 1975->1977 1980 volatile acidity ≤ 0.25 gini = 0.069 samples = 28 value = [0, 0, 0, 1, 27, 0, 0] 1979->1980 1985 density ≤ 0.99 gini = 0.64 samples = 5 value = [0, 0, 1, 2, 2, 0, 0] 1979->1985 1981 citric acid ≤ 0.28 gini = 0.444 samples = 3 value = [0, 0, 0, 1, 2, 0, 0] 1980->1981 1984 gini = 0.0 samples = 25 value = [0, 0, 0, 0, 25, 0, 0] 1980->1984 1982 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 1981->1982 1983 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1981->1983 1986 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 2, 0, 0] 1985->1986 1987 density ≤ 0.993 gini = 0.444 samples = 3 value = [0, 0, 1, 2, 0, 0, 0] 1985->1987 1988 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1987->1988 1989 gini = 0.0 samples = 1 value = [0, 0, 1, 0, 0, 0, 0] 1987->1989 1991 alcohol ≤ 12.95 gini = 0.408 samples = 7 value = [0, 0, 0, 2, 5, 0, 0] 1990->1991 1996 residual sugar ≤ 3.55 gini = 0.219 samples = 8 value = [0, 0, 0, 7, 0, 1, 0] 1990->1996 1992 citric acid ≤ 0.29 gini = 0.444 samples = 3 value = [0, 0, 0, 2, 1, 0, 0] 1991->1992 1995 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 1991->1995 1993 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 1992->1993 1994 gini = 0.0 samples = 2 value = [0, 0, 0, 2, 0, 0, 0] 1992->1994 1997 gini = 0.0 samples = 7 value = [0, 0, 0, 7, 0, 0, 0] 1996->1997 1998 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 0, 1, 0] 1996->1998 2000 fixed acidity ≤ 6.25 gini = 0.196 samples = 28 value = [0, 0, 0, 1, 25, 2, 0] 1999->2000 2007 free sulfur dioxide ≤ 22.5 gini = 0.494 samples = 9 value = [0, 0, 0, 0, 5, 4, 0] 1999->2007 2001 total sulfur dioxide ≤ 103.5 gini = 0.494 samples = 9 value = [0, 0, 0, 1, 6, 2, 0] 2000->2001 2006 gini = 0.0 samples = 19 value = [0, 0, 0, 0, 19, 0, 0] 2000->2006 2002 chlorides ≤ 0.039 gini = 0.245 samples = 7 value = [0, 0, 0, 1, 6, 0, 0] 2001->2002 2005 gini = 0.0 samples = 2 value = [0, 0, 0, 0, 0, 2, 0] 2001->2005 2003 gini = 0.0 samples = 6 value = [0, 0, 0, 0, 6, 0, 0] 2002->2003 2004 gini = 0.0 samples = 1 value = [0, 0, 0, 1, 0, 0, 0] 2002->2004 2008 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 4, 0, 0] 2007->2008 2009 total sulfur dioxide ≤ 100.0 gini = 0.32 samples = 5 value = [0, 0, 0, 0, 1, 4, 0] 2007->2009 2010 gini = 0.0 samples = 1 value = [0, 0, 0, 0, 1, 0, 0] 2009->2010 2011 gini = 0.0 samples = 4 value = [0, 0, 0, 0, 0, 4, 0] 2009->2011
In [73]:
y_predict = model.predict(X_test)
print(confusion_matrix(y_test, y_predict))

[[  0   2   1   0   1   1   0]
 [  0   9  12   9   1   0   0]
 [  3  11 221 102  13   2   0]
 [  3  12  98 384  50  14   0]
 [  0   1  13  63 136  11   0]
 [  0   0   2  16  14  19   0]
 [  0   0   0   0   1   0   0]]
In [74]:
print(accuracy_score(y_test, y_predict)*100)

62.77551020408163
In [75]:
np.corrcoef(y_test,y_predict)
Out[75]:
array([[1.       , 0.5683274],
       [0.5683274, 1.       ]])
In [76]:
sqrt(mean_squared_error(y_test,y_predict))
Out[76]:
0.8146615673933287

Q3: RMSE

Root Mean Squared Error is a measure to evaluate error rate of a model. Often times, our output does not perfectly fit the input. This deviation of output from input points is called error and one way of measuring it is by RMSE given the units of both inut and output are the same. Also, it is inversely proportional to correlation coefficient of the model. If the correlation coefficient is 1 then the RMSE is 0. Here we have a correlation coefficient of about 56%. And the RMSE is about 81%. This implies, the current model for the given dataset is a good one.

Method 3: News Popularity

In [8]:
input_news = r"C:\Users\mitikirim\Documents\Py\OnlineNewsPopularity_for_python.csv"
news = pd.read_csv(input_news)
news.head(6)
Out[8]:
url timedelta n_tokens_title n_tokens_content n_unique_tokens n_non_stop_words n_non_stop_unique_tokens num_hrefs num_self_hrefs num_imgs ... min_positive_polarity max_positive_polarity avg_negative_polarity min_negative_polarity max_negative_polarity title_subjectivity title_sentiment_polarity abs_title_subjectivity abs_title_sentiment_polarity shares
0 http://mashable.com/2013/01/07/amazon-instant-... 731 12 219 0.663594 1.0 0.815385 4 2 1 ... 0.100000 0.7 -0.350000 -0.600 -0.200000 0.500000 -0.187500 0.000000 0.187500 593
1 http://mashable.com/2013/01/07/ap-samsung-spon... 731 9 255 0.604743 1.0 0.791946 3 1 1 ... 0.033333 0.7 -0.118750 -0.125 -0.100000 0.000000 0.000000 0.500000 0.000000 711
2 http://mashable.com/2013/01/07/apple-40-billio... 731 9 211 0.575130 1.0 0.663866 3 1 1 ... 0.100000 1.0 -0.466667 -0.800 -0.133333 0.000000 0.000000 0.500000 0.000000 1500
3 http://mashable.com/2013/01/07/astronaut-notre... 731 9 531 0.503788 1.0 0.665635 9 0 1 ... 0.136364 0.8 -0.369697 -0.600 -0.166667 0.000000 0.000000 0.500000 0.000000 1200
4 http://mashable.com/2013/01/07/att-u-verse-apps/ 731 13 1072 0.415646 1.0 0.540890 19 19 20 ... 0.033333 1.0 -0.220192 -0.500 -0.050000 0.454545 0.136364 0.045455 0.136364 505
5 http://mashable.com/2013/01/07/beewi-smart-toys/ 731 10 370 0.559889 1.0 0.698198 2 2 0 ... 0.136364 0.6 -0.195000 -0.400 -0.100000 0.642857 0.214286 0.142857 0.214286 855

6 rows × 61 columns

In [9]:
# Pre-processing

popular = news.shares >= 1400
unpopular = news.shares < 1400
news.loc[popular,'shares'] = 1
news.loc[unpopular,'shares'] = 0

target = news['shares']
target.value_counts()

y = target
X = news.drop(['url','shares'],axis=1)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30,
random_state=9)

y.value_counts()
Out[9]:
1    21154
0    18490
Name: shares, dtype: int64

Q4: Try decision tree and random forest and evaluate the model.

In [10]:
model = tree.DecisionTreeClassifier()
model = model.fit(X_train, y_train)

graph = Source(tree.export_graphviz(model, out_file=None
, feature_names=X.columns, class_names=['default', 'no default']
, filled = True))
display(SVG(graph.pipe(format='svg')))
Tree 0 kw_avg_avg <= 2823.333 gini = 0.498 samples = 27750 value = [13022, 14728] class = no default 1 timedelta <= 604.5 gini = 0.491 samples = 13273 value = [7547, 5726] class = default 0->1 True 4348 data_channel_is_entertainment <= 0.5 gini = 0.47 samples = 14477 value = [5475, 9002] class = no default 0->4348 False 2 self_reference_avg_sharess <= 1853.667 gini = 0.475 samples = 10142 value = [6201, 3941] class = default 1->2 3283 is_weekend <= 0.5 gini = 0.49 samples = 3131 value = [1346, 1785] class = no default 1->3283 3 is_weekend <= 0.5 gini = 0.427 samples = 5205 value = [3596, 1609] class = default 2->3 1630 data_channel_is_tech <= 0.5 gini = 0.498 samples = 4937 value = [2605, 2332] class = default 2->1630 4 kw_max_avg <= 3744.925 gini = 0.404 samples = 4600 value = [3306, 1294] class = default 3->4 1401 LDA_00 <= 0.182 gini = 0.499 samples = 605 value = [290, 315] class = no default 3->1401 5 data_channel_is_tech <= 0.5 gini = 0.369 samples = 2976 value = [2250, 726] class = default 4->5 874 data_channel_is_socmed <= 0.5 gini = 0.455 samples = 1624 value = [1056, 568] class = default 4->874 6 n_non_stop_unique_tokens <= 0.535 gini = 0.34 samples = 2504 value = [1961, 543] class = default 5->6 721 global_rate_negative_words <= 0.025 gini = 0.475 samples = 472 value = [289, 183] class = default 5->721 7 abs_title_sentiment_polarity <= 0.388 gini = 0.495 samples = 120 value = [66, 54] class = default 6->7 54 num_self_hrefs <= 14.5 gini = 0.326 samples = 2384 value = [1895, 489] class = default 6->54 8 global_sentiment_polarity <= 0.155 gini = 0.478 samples = 104 value = [63, 41] class = default 7->8 49 LDA_02 <= 0.042 gini = 0.305 samples = 16 value = [3, 13] class = no default 7->49 9 min_positive_polarity <= 0.042 gini = 0.459 samples = 98 value = [63, 35] class = default 8->9 48 gini = 0.0 samples = 6 value = [0, 6] class = no default 8->48 10 LDA_00 <= 0.033 gini = 0.497 samples = 61 value = [33, 28] class = default 9->10 39 self_reference_avg_sharess <= 1207.833 gini = 0.307 samples = 37 value = [30, 7] class = default 9->39 11 kw_avg_max <= 108605.0 gini = 0.42 samples = 30 value = [21, 9] class = default 10->11 24 kw_avg_avg <= 2267.813 gini = 0.475 samples = 31 value = [12, 19] class = no default 10->24 12 gini = 0.0 samples = 2 value = [0, 2] class = no default 11->12 13 kw_avg_avg <= 2013.089 gini = 0.375 samples = 28 value = [21, 7] class = default 11->13 14 gini = 0.0 samples = 12 value = [12, 0] class = default 13->14 15 kw_avg_min <= 67.107 gini = 0.492 samples = 16 value = [9, 7] class = default 13->15 16 gini = 0.0 samples = 3 value = [0, 3] class = no default 15->16 17 kw_max_min <= 1118.5 gini = 0.426 samples = 13 value = [9, 4] class = default 15->17 18 LDA_01 <= 0.027 gini = 0.298 samples = 11 value = [9, 2] class = default 17->18 23 gini = 0.0 samples = 2 value = [0, 2] class = no default 17->23 19 kw_max_min <= 642.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 18->19 22 gini = 0.0 samples = 8 value = [8, 0] class = default 18->22 20 gini = 0.0 samples = 2 value = [0, 2] class = no default 19->20 21 gini = 0.0 samples = 1 value = [1, 0] class = default 19->21 25 weekday_is_monday <= 0.5 gini = 0.305 samples = 16 value = [3, 13] class = no default 24->25 30 kw_max_avg <= 3584.781 gini = 0.48 samples = 15 value = [9, 6] class = default 24->30 26 gini = 0.0 samples = 12 value = [0, 12] class = no default 25->26 27 LDA_02 <= 0.639 gini = 0.375 samples = 4 value = [3, 1] class = default 25->27 28 gini = 0.0 samples = 1 value = [0, 1] class = no default 27->28 29 gini = 0.0 samples = 3 value = [3, 0] class = default 27->29 31 kw_max_min <= 523.5 gini = 0.496 samples = 11 value = [5, 6] class = no default 30->31 38 gini = 0.0 samples = 4 value = [4, 0] class = default 30->38 32 gini = 0.0 samples = 4 value = [0, 4] class = no default 31->32 33 kw_min_avg <= 1103.192 gini = 0.408 samples = 7 value = [5, 2] class = default 31->33 34 gini = 0.0 samples = 1 value = [0, 1] class = no default 33->34 35 title_subjectivity <= 0.803 gini = 0.278 samples = 6 value = [5, 1] class = default 33->35 36 gini = 0.0 samples = 5 value = [5, 0] class = default 35->36 37 gini = 0.0 samples = 1 value = [0, 1] class = no default 35->37 40 gini = 0.0 samples = 20 value = [20, 0] class = default 39->40 41 abs_title_sentiment_polarity <= 0.031 gini = 0.484 samples = 17 value = [10, 7] class = default 39->41 42 weekday_is_wednesday <= 0.5 gini = 0.42 samples = 10 value = [3, 7] class = no default 41->42 47 gini = 0.0 samples = 7 value = [7, 0] class = default 41->47 43 kw_max_min <= 305.5 gini = 0.219 samples = 8 value = [1, 7] class = no default 42->43 46 gini = 0.0 samples = 2 value = [2, 0] class = default 42->46 44 gini = 0.0 samples = 1 value = [1, 0] class = default 43->44 45 gini = 0.0 samples = 7 value = [0, 7] class = no default 43->45 50 gini = 0.0 samples = 2 value = [2, 0] class = default 49->50 51 n_tokens_title <= 8.5 gini = 0.133 samples = 14 value = [1, 13] class = no default 49->51 52 gini = 0.0 samples = 1 value = [1, 0] class = default 51->52 53 gini = 0.0 samples = 13 value = [0, 13] class = no default 51->53 55 global_sentiment_polarity <= 0.097 gini = 0.324 samples = 2379 value = [1895, 484] class = default 54->55 720 gini = 0.0 samples = 5 value = [0, 5] class = no default 54->720 56 average_token_length <= 4.145 gini = 0.292 samples = 1400 value = [1151, 249] class = default 55->56 411 num_imgs <= 2.5 gini = 0.365 samples = 979 value = [744, 235] class = default 55->411 57 gini = 0.0 samples = 3 value = [0, 3] class = no default 56->57 58 self_reference_min_shares <= 868.0 gini = 0.29 samples = 1397 value = [1151, 246] class = default 56->58 59 LDA_03 <= 0.837 gini = 0.249 samples = 811 value = [693, 118] class = default 58->59 246 num_hrefs <= 21.5 gini = 0.341 samples = 586 value = [458, 128] class = default 58->246 60 n_non_stop_unique_tokens <= 0.925 gini = 0.242 samples = 804 value = [691, 113] class = default 59->60 243 avg_positive_polarity <= 0.389 gini = 0.408 samples = 7 value = [2, 5] class = no default 59->243 61 kw_avg_avg <= 2169.168 gini = 0.238 samples = 802 value = [691, 111] class = default 60->61 242 gini = 0.0 samples = 2 value = [0, 2] class = no default 60->242 62 kw_min_avg <= 1483.0 gini = 0.179 samples = 392 value = [353, 39] class = default 61->62 133 kw_avg_avg <= 2221.464 gini = 0.29 samples = 410 value = [338, 72] class = default 61->133 63 global_rate_positive_words <= 0.007 gini = 0.172 samples = 390 value = [353, 37] class = default 62->63 132 gini = 0.0 samples = 2 value = [0, 2] class = no default 62->132 64 gini = 0.0 samples = 2 value = [0, 2] class = no default 63->64 65 LDA_02 <= 0.029 gini = 0.164 samples = 388 value = [353, 35] class = default 63->65 66 avg_positive_polarity <= 0.302 gini = 0.459 samples = 14 value = [9, 5] class = default 65->66 71 abs_title_sentiment_polarity <= 0.95 gini = 0.148 samples = 374 value = [344, 30] class = default 65->71 67 gini = 0.0 samples = 4 value = [0, 4] class = no default 66->67 68 num_imgs <= 7.5 gini = 0.18 samples = 10 value = [9, 1] class = default 66->68 69 gini = 0.0 samples = 9 value = [9, 0] class = default 68->69 70 gini = 0.0 samples = 1 value = [0, 1] class = no default 68->70 72 kw_min_avg <= -0.5 gini = 0.14 samples = 371 value = [343, 28] class = default 71->72 129 kw_avg_avg <= 2033.485 gini = 0.444 samples = 3 value = [1, 2] class = no default 71->129 73 gini = 0.0 samples = 1 value = [0, 1] class = no default 72->73 74 n_tokens_title <= 19.5 gini = 0.135 samples = 370 value = [343, 27] class = default 72->74 75 avg_positive_polarity <= 0.092 gini = 0.131 samples = 369 value = [343, 26] class = default 74->75 128 gini = 0.0 samples = 1 value = [0, 1] class = no default 74->128 76 gini = 0.0 samples = 1 value = [0, 1] class = no default 75->76 77 LDA_02 <= 0.805 gini = 0.127 samples = 368 value = [343, 25] class = default 75->77 78 n_non_stop_unique_tokens <= 0.557 gini = 0.064 samples = 213 value = [206, 7] class = default 77->78 95 title_subjectivity <= 0.565 gini = 0.205 samples = 155 value = [137, 18] class = default 77->95 79 gini = 0.0 samples = 1 value = [0, 1] class = no default 78->79 80 kw_max_min <= 2000.0 gini = 0.055 samples = 212 value = [206, 6] class = default 78->80 81 kw_avg_max <= 308671.0 gini = 0.038 samples = 206 value = [202, 4] class = default 80->81 92 min_positive_polarity <= 0.081 gini = 0.444 samples = 6 value = [4, 2] class = default 80->92 82 n_unique_tokens <= 0.417 gini = 0.01 samples = 193 value = [192, 1] class = default 81->82 87 kw_max_min <= 554.0 gini = 0.355 samples = 13 value = [10, 3] class = default 81->87 83 kw_max_avg <= 3313.332 gini = 0.18 samples = 10 value = [9, 1] class = default 82->83 86 gini = 0.0 samples = 183 value = [183, 0] class = default 82->86 84 gini = 0.0 samples = 1 value = [0, 1] class = no default 83->84 85 gini = 0.0 samples = 9 value = [9, 0] class = default 83->85 88 gini = 0.0 samples = 9 value = [9, 0] class = default 87->88 89 n_non_stop_unique_tokens <= 0.654 gini = 0.375 samples = 4 value = [1, 3] class = no default 87->89 90 gini = 0.0 samples = 1 value = [1, 0] class = default 89->90 91 gini = 0.0 samples = 3 value = [0, 3] class = no default 89->91 93 gini = 0.0 samples = 4 value = [4, 0] class = default 92->93 94 gini = 0.0 samples = 2 value = [0, 2] class = no default 92->94 96 LDA_02 <= 0.812 gini = 0.147 samples = 138 value = [127, 11] class = default 95->96 121 global_subjectivity <= 0.461 gini = 0.484 samples = 17 value = [10, 7] class = default 95->121 97 gini = 0.0 samples = 1 value = [0, 1] class = no default 96->97 98 num_self_hrefs <= 11.5 gini = 0.135 samples = 137 value = [127, 10] class = default 96->98 99 avg_negative_polarity <= -0.525 gini = 0.124 samples = 136 value = [127, 9] class = default 98->99 120 gini = 0.0 samples = 1 value = [0, 1] class = no default 98->120 100 gini = 0.0 samples = 1 value = [0, 1] class = no default 99->100 101 average_token_length <= 4.577 gini = 0.111 samples = 135 value = [127, 8] class = default 99->101 102 max_positive_polarity <= 0.95 gini = 0.397 samples = 11 value = [8, 3] class = default 101->102 105 kw_avg_min <= 365.583 gini = 0.077 samples = 124 value = [119, 5] class = default 101->105 103 gini = 0.0 samples = 8 value = [8, 0] class = default 102->103 104 gini = 0.0 samples = 3 value = [0, 3] class = no default 102->104 106 global_sentiment_polarity <= 0.072 gini = 0.05 samples = 118 value = [115, 3] class = default 105->106 117 self_reference_avg_sharess <= 671.625 gini = 0.444 samples = 6 value = [4, 2] class = default 105->117 107 gini = 0.0 samples = 88 value = [88, 0] class = default 106->107 108 global_sentiment_polarity <= 0.072 gini = 0.18 samples = 30 value = [27, 3] class = default 106->108 109 gini = 0.0 samples = 1 value = [0, 1] class = no default 108->109 110 kw_min_avg <= 878.958 gini = 0.128 samples = 29 value = [27, 2] class = default 108->110 111 gini = 0.0 samples = 21 value = [21, 0] class = default 110->111 112 max_negative_polarity <= -0.086 gini = 0.375 samples = 8 value = [6, 2] class = default 110->112 113 gini = 0.0 samples = 5 value = [5, 0] class = default 112->113 114 min_negative_polarity <= -0.4 gini = 0.444 samples = 3 value = [1, 2] class = no default 112->114 115 gini = 0.0 samples = 2 value = [0, 2] class = no default 114->115 116 gini = 0.0 samples = 1 value = [1, 0] class = default 114->116 118 gini = 0.0 samples = 4 value = [4, 0] class = default 117->118 119 gini = 0.0 samples = 2 value = [0, 2] class = no default 117->119 122 kw_avg_avg <= 1830.428 gini = 0.355 samples = 13 value = [10, 3] class = default 121->122 127 gini = 0.0 samples = 4 value = [0, 4] class = no default 121->127 123 abs_title_subjectivity <= 0.337 gini = 0.375 samples = 4 value = [1, 3] class = no default 122->123 126 gini = 0.0 samples = 9 value = [9, 0] class = default 122->126 124 gini = 0.0 samples = 1 value = [1, 0] class = default 123->124 125 gini = 0.0 samples = 3 value = [0, 3] class = no default 123->125 130 gini = 0.0 samples = 2 value = [0, 2] class = no default 129->130 131 gini = 0.0 samples = 1 value = [1, 0] class = default 129->131 134 LDA_02 <= 0.245 gini = 0.454 samples = 46 value = [30, 16] class = default 133->134 153 self_reference_avg_sharess <= 495.0 gini = 0.26 samples = 364 value = [308, 56] class = default 133->153 135 rate_positive_words <= 0.691 gini = 0.375 samples = 12 value = [3, 9] class = no default 134->135 138 kw_avg_avg <= 2217.667 gini = 0.327 samples = 34 value = [27, 7] class = default 134->138 136 gini = 0.0 samples = 9 value = [0, 9] class = no default 135->136 137 gini = 0.0 samples = 3 value = [3, 0] class = default 135->137 139 kw_max_avg <= 3257.907 gini = 0.264 samples = 32 value = [27, 5] class = default 138->139 152 gini = 0.0 samples = 2 value = [0, 2] class = no default 138->152 140 gini = 0.0 samples = 1 value = [0, 1] class = no default 139->140 141 kw_max_min <= 2000.0 gini = 0.225 samples = 31 value = [27, 4] class = default 139->141 142 num_imgs <= 13.5 gini = 0.18 samples = 30 value = [27, 3] class = default 141->142 151 gini = 0.0 samples = 1 value = [0, 1] class = no default 141->151 143 n_tokens_title <= 7.0 gini = 0.128 samples = 29 value = [27, 2] class = default 142->143 150 gini = 0.0 samples = 1 value = [0, 1] class = no default 142->150 144 gini = 0.0 samples = 1 value = [0, 1] class = no default 143->144 145 kw_max_avg <= 3590.319 gini = 0.069 samples = 28 value = [27, 1] class = default 143->145 146 gini = 0.0 samples = 26 value = [26, 0] class = default 145->146 147 rate_positive_words <= 0.652 gini = 0.5 samples = 2 value = [1, 1] class = default 145->147 148 gini = 0.0 samples = 1 value = [0, 1] class = no default 147->148 149 gini = 0.0 samples = 1 value = [1, 0] class = default 147->149 154 global_sentiment_polarity <= 0.064 gini = 0.341 samples = 156 value = [122, 34] class = default 153->154 201 LDA_04 <= 0.022 gini = 0.189 samples = 208 value = [186, 22] class = default 153->201 155 num_videos <= 3.5 gini = 0.409 samples = 101 value = [72, 29] class = default 154->155 186 avg_positive_polarity <= 0.238 gini = 0.165 samples = 55 value = [50, 5] class = default 154->186 156 kw_avg_min <= 163.656 gini = 0.39 samples = 98 value = [72, 26] class = default 155->156 185 gini = 0.0 samples = 3 value = [0, 3] class = no default 155->185 157 global_rate_negative_words <= 0.012 gini = 0.269 samples = 50 value = [42, 8] class = default 156->157 168 kw_max_min <= 1040.0 gini = 0.469 samples = 48 value = [30, 18] class = default 156->168 158 gini = 0.0 samples = 2 value = [0, 2] class = no default 157->158 159 kw_max_min <= 130.0 gini = 0.219 samples = 48 value = [42, 6] class = default 157->159 160 title_subjectivity <= 0.367 gini = 0.432 samples = 19 value = [13, 6] class = default 159->160 167 gini = 0.0 samples = 29 value = [29, 0] class = default 159->167 161 n_non_stop_unique_tokens <= 0.732 gini = 0.496 samples = 11 value = [5, 6] class = no default 160->161 166 gini = 0.0 samples = 8 value = [8, 0] class = default 160->166 162 kw_avg_avg <= 2781.613 gini = 0.245 samples = 7 value = [1, 6] class = no default 161->162 165 gini = 0.0 samples = 4 value = [4, 0] class = default 161->165 163 gini = 0.0 samples = 6 value = [0, 6] class = no default 162->163 164 gini = 0.0 samples = 1 value = [1, 0] class = default 162->164 169 n_non_stop_unique_tokens <= 0.673 gini = 0.495 samples = 29 value = [13, 16] class = no default 168->169 180 n_non_stop_unique_tokens <= 0.569 gini = 0.188 samples = 19 value = [17, 2] class = default 168->180 170 kw_avg_min <= 193.267 gini = 0.375 samples = 12 value = [9, 3] class = default 169->170 175 kw_max_avg <= 3475.27 gini = 0.36 samples = 17 value = [4, 13] class = no default 169->175 171 abs_title_subjectivity <= 0.1 gini = 0.375 samples = 4 value = [1, 3] class = no default 170->171 174 gini = 0.0 samples = 8 value = [8, 0] class = default 170->174 172 gini = 0.0 samples = 1 value = [1, 0] class = default 171->172 173 gini = 0.0 samples = 3 value = [0, 3] class = no default 171->173 176 gini = 0.0 samples = 11 value = [0, 11] class = no default 175->176 177 n_unique_tokens <= 0.578 gini = 0.444 samples = 6 value = [4, 2] class = default 175->177 178 gini = 0.0 samples = 4 value = [4, 0] class = default 177->178 179 gini = 0.0 samples = 2 value = [0, 2] class = no default 177->179 181 gini = 0.0 samples = 1 value = [0, 1] class = no default 180->181 182 n_tokens_content <= 907.5 gini = 0.105 samples = 18 value = [17, 1] class = default 180->182 183 gini = 0.0 samples = 17 value = [17, 0] class = default 182->183 184 gini = 0.0 samples = 1 value = [0, 1] class = no default 182->184 187 gini = 0.0 samples = 1 value = [0, 1] class = no default 186->187 188 kw_max_min <= 2250.0 gini = 0.137 samples = 54 value = [50, 4] class = default 186->188 189 self_reference_max_shares <= 503.0 gini = 0.107 samples = 53 value = [50, 3] class = default 188->189 200 gini = 0.0 samples = 1 value = [0, 1] class = no default 188->200 190 global_rate_positive_words <= 0.062 gini = 0.074 samples = 52 value = [50, 2] class = default 189->190 199 gini = 0.0 samples = 1 value = [0, 1] class = no default 189->199 191 n_unique_tokens <= 0.436 gini = 0.039 samples = 50 value = [49, 1] class = default 190->191 196 timedelta <= 438.5 gini = 0.5 samples = 2 value = [1, 1] class = default 190->196 192 LDA_01 <= 0.031 gini = 0.278 samples = 6 value = [5, 1] class = default 191->192 195 gini = 0.0 samples = 44 value = [44, 0] class = default 191->195 193 gini = 0.0 samples = 1 value = [0, 1] class = no default 192->193 194 gini = 0.0 samples = 5 value = [5, 0] class = default 192->194 197 gini = 0.0 samples = 1 value = [1, 0] class = default 196->197 198 gini = 0.0 samples = 1 value = [0, 1] class = no default 196->198 202 kw_avg_avg <= 2440.391 gini = 0.444 samples = 6 value = [2, 4] class = no default 201->202 205 num_hrefs <= 15.5 gini = 0.162 samples = 202 value = [184, 18] class = default 201->205 203 gini = 0.0 samples = 4 value = [0, 4] class = no default 202->203 204 gini = 0.0 samples = 2 value = [2, 0] class = default 202->204 206 global_rate_positive_words <= 0.01 gini = 0.117 samples = 177 value = [166, 11] class = default 205->206 231 num_self_hrefs <= 1.5 gini = 0.403 samples = 25 value = [18, 7] class = default 205->231 207 abs_title_subjectivity <= 0.356 gini = 0.444 samples = 3 value = [1, 2] class = no default 206->207 210 n_tokens_title <= 14.5 gini = 0.098 samples = 174 value = [165, 9] class = default 206->210 208 gini = 0.0 samples = 1 value = [1, 0] class = default 207->208 209 gini = 0.0 samples = 2 value = [0, 2] class = no default 207->209 211 num_imgs <= 31.5 gini = 0.079 samples = 171 value = [164, 7] class = default 210->211 228 rate_positive_words <= 0.546 gini = 0.444 samples = 3 value = [1, 2] class = no default 210->228 212 kw_avg_max <= 195158.336 gini = 0.068 samples = 170 value = [164, 6] class = default 211->212 227 gini = 0.0 samples = 1 value = [0, 1] class = no default 211->227 213 LDA_04 <= 0.204 gini = 0.278 samples = 18 value = [15, 3] class = default 212->213 218 kw_avg_avg <= 2636.464 gini = 0.039 samples = 152 value = [149, 3] class = default 212->218 214 timedelta <= 594.0 gini = 0.117 samples = 16 value = [15, 1] class = default 213->214 217 gini = 0.0 samples = 2 value = [0, 2] class = no default 213->217 215 gini = 0.0 samples = 15 value = [15, 0] class = default 214->215 216 gini = 0.0 samples = 1 value = [0, 1] class = no default 214->216 219 gini = 0.0 samples = 121 value = [121, 0] class = default 218->219 220 kw_avg_avg <= 2639.441 gini = 0.175 samples = 31 value = [28, 3] class = default 218->220 221 kw_min_min <= 1.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 220->221 224 timedelta <= 31.5 gini = 0.069 samples = 28 value = [27, 1] class = default 220->224 222 gini = 0.0 samples = 2 value = [0, 2] class = no default 221->222 223 gini = 0.0 samples = 1 value = [1, 0] class = default 221->223 225 gini = 0.0 samples = 1 value = [0, 1] class = no default 224->225 226 gini = 0.0 samples = 27 value = [27, 0] class = default 224->226 229 gini = 0.0 samples = 1 value = [1, 0] class = default 228->229 230 gini = 0.0 samples = 2 value = [0, 2] class = no default 228->230 232 gini = 0.0 samples = 3 value = [0, 3] class = no default 231->232 233 kw_avg_min <= 285.159 gini = 0.298 samples = 22 value = [18, 4] class = default 231->233 234 abs_title_subjectivity <= 0.023 gini = 0.18 samples = 20 value = [18, 2] class = default 233->234 241 gini = 0.0 samples = 2 value = [0, 2] class = no default 233->241 235 gini = 0.0 samples = 1 value = [0, 1] class = no default 234->235 236 rate_positive_words <= 0.71 gini = 0.1 samples = 19 value = [18, 1] class = default 234->236 237 gini = 0.0 samples = 17 value = [17, 0] class = default 236->237 238 avg_positive_polarity <= 0.332 gini = 0.5 samples = 2 value = [1, 1] class = default 236->238 239 gini = 0.0 samples = 1 value = [0, 1] class = no default 238->239 240 gini = 0.0 samples = 1 value = [1, 0] class = default 238->240 244 gini = 0.0 samples = 5 value = [0, 5] class = no default 243->244 245 gini = 0.0 samples = 2 value = [2, 0] class = default 243->245 247 LDA_02 <= 0.025 gini = 0.321 samples = 547 value = [437, 110] class = default 246->247 396 LDA_03 <= 0.034 gini = 0.497 samples = 39 value = [21, 18] class = default 246->396 248 gini = 0.0 samples = 4 value = [0, 4] class = no default 247->248 249 title_sentiment_polarity <= 0.006 gini = 0.314 samples = 543 value = [437, 106] class = default 247->249 250 kw_min_avg <= 2225.123 gini = 0.271 samples = 421 value = [353, 68] class = default 249->250 359 global_rate_positive_words <= 0.013 gini = 0.429 samples = 122 value = [84, 38] class = default 249->359 251 kw_avg_min <= 378.714 gini = 0.265 samples = 419 value = [353, 66] class = default 250->251 358 gini = 0.0 samples = 2 value = [0, 2] class = no default 250->358 252 avg_positive_polarity <= 0.262 gini = 0.241 samples = 379 value = [326, 53] class = default 251->252 347 n_tokens_content <= 283.0 gini = 0.439 samples = 40 value = [27, 13] class = default 251->347 253 global_rate_positive_words <= 0.055 gini = 0.073 samples = 79 value = [76, 3] class = default 252->253 264 LDA_01 <= 0.04 gini = 0.278 samples = 300 value = [250, 50] class = default 252->264 254 n_tokens_title <= 7.5 gini = 0.05 samples = 78 value = [76, 2] class = default 253->254 263 gini = 0.0 samples = 1 value = [0, 1] class = no default 253->263 255 kw_max_min <= 592.5 gini = 0.5 samples = 2 value = [1, 1] class = default 254->255 258 avg_negative_polarity <= -0.466 gini = 0.026 samples = 76 value = [75, 1] class = default 254->258 256 gini = 0.0 samples = 1 value = [1, 0] class = default 255->256 257 gini = 0.0 samples = 1 value = [0, 1] class = no default 255->257 259 LDA_04 <= 0.303 gini = 0.5 samples = 2 value = [1, 1] class = default 258->259 262 gini = 0.0 samples = 74 value = [74, 0] class = default 258->262 260 gini = 0.0 samples = 1 value = [1, 0] class = default 259->260 261 gini = 0.0 samples = 1 value = [0, 1] class = no default 259->261 265 n_unique_tokens <= 0.589 gini = 0.341 samples = 193 value = [151, 42] class = default 264->265 326 data_channel_is_lifestyle <= 0.5 gini = 0.138 samples = 107 value = [99, 8] class = default 264->326 266 self_reference_max_shares <= 896.5 gini = 0.293 samples = 163 value = [134, 29] class = default 265->266 313 average_token_length <= 4.58 gini = 0.491 samples = 30 value = [17, 13] class = default 265->313 267 gini = 0.0 samples = 3 value = [0, 3] class = no default 266->267 268 avg_negative_polarity <= -0.152 gini = 0.272 samples = 160 value = [134, 26] class = default 266->268 269 global_rate_negative_words <= 0.018 gini = 0.241 samples = 150 value = [129, 21] class = default 268->269 308 max_negative_polarity <= -0.061 gini = 0.5 samples = 10 value = [5, 5] class = default 268->308 270 kw_min_max <= 9250.0 gini = 0.398 samples = 51 value = [37, 14] class = default 269->270 291 LDA_01 <= 0.04 gini = 0.131 samples = 99 value = [92, 7] class = default 269->291 271 kw_avg_max <= 352435.0 gini = 0.325 samples = 44 value = [35, 9] class = default 270->271 288 n_tokens_title <= 11.0 gini = 0.408 samples = 7 value = [2, 5] class = no default 270->288 272 global_rate_positive_words <= 0.034 gini = 0.278 samples = 42 value = [35, 7] class = default 271->272 287 gini = 0.0 samples = 2 value = [0, 2] class = no default 271->287 273 title_sentiment_polarity <= -0.45 gini = 0.157 samples = 35 value = [32, 3] class = default 272->273 284 n_tokens_title <= 11.0 gini = 0.49 samples = 7 value = [3, 4] class = no default 272->284 274 gini = 0.0 samples = 1 value = [0, 1] class = no default 273->274 275 avg_negative_polarity <= -0.417 gini = 0.111 samples = 34 value = [32, 2] class = default 273->275 276 avg_positive_polarity <= 0.364 gini = 0.5 samples = 2 value = [1, 1] class = default 275->276 279 kw_avg_max <= 188662.695 gini = 0.061 samples = 32 value = [31, 1] class = default 275->279 277 gini = 0.0 samples = 1 value = [0, 1] class = no default 276->277 278 gini = 0.0 samples = 1 value = [1, 0] class = default 276->278 280 kw_avg_max <= 178867.141 gini = 0.32 samples = 5 value = [4, 1] class = default 279->280 283 gini = 0.0 samples = 27 value = [27, 0] class = default 279->283 281 gini = 0.0 samples = 4 value = [4, 0] class = default 280->281 282 gini = 0.0 samples = 1 value = [0, 1] class = no default 280->282 285 gini = 0.0 samples = 4 value = [0, 4] class = no default 284->285 286 gini = 0.0 samples = 3 value = [3, 0] class = default 284->286 289 gini = 0.0 samples = 5 value = [0, 5] class = no default 288->289 290 gini = 0.0 samples = 2 value = [2, 0] class = default 288->290 292 kw_max_min <= 1950.0 gini = 0.099 samples = 96 value = [91, 5] class = default 291->292 305 n_tokens_title <= 11.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 291->305 293 max_positive_polarity <= 0.388 gini = 0.081 samples = 95 value = [91, 4] class = default 292->293 304 gini = 0.0 samples = 1 value = [0, 1] class = no default 292->304 294 gini = 0.0 samples = 1 value = [0, 1] class = no default 293->294 295 average_token_length <= 5.181 gini = 0.062 samples = 94 value = [91, 3] class = default 293->295 296 n_unique_tokens <= 0.585 gini = 0.022 samples = 88 value = [87, 1] class = default 295->296 301 average_token_length <= 5.225 gini = 0.444 samples = 6 value = [4, 2] class = default 295->301 297 gini = 0.0 samples = 85 value = [85, 0] class = default 296->297 298 kw_avg_max <= 351991.656 gini = 0.444 samples = 3 value = [2, 1] class = default 296->298 299 gini = 0.0 samples = 2 value = [2, 0] class = default 298->299 300 gini = 0.0 samples = 1 value = [0, 1] class = no default 298->300 302 gini = 0.0 samples = 2 value = [0, 2] class = no default 301->302 303 gini = 0.0 samples = 4 value = [4, 0] class = default 301->303 306 gini = 0.0 samples = 2 value = [0, 2] class = no default 305->306 307 gini = 0.0 samples = 1 value = [1, 0] class = default 305->307 309 gini = 0.0 samples = 4 value = [4, 0] class = default 308->309 310 avg_negative_polarity <= -0.102 gini = 0.278 samples = 6 value = [1, 5] class = no default 308->310 311 gini = 0.0 samples = 5 value = [0, 5] class = no default 310->311 312 gini = 0.0 samples = 1 value = [1, 0] class = default 310->312 314 gini = 0.0 samples = 5 value = [0, 5] class = no default 313->314 315 LDA_04 <= 0.219 gini = 0.435 samples = 25 value = [17, 8] class = default 313->315 316 kw_min_max <= 550.0 gini = 0.266 samples = 19 value = [16, 3] class = default 315->316 323 self_reference_avg_sharess <= 1034.5 gini = 0.278 samples = 6 value = [1, 5] class = no default 315->323 317 avg_positive_polarity <= 0.328 gini = 0.49 samples = 7 value = [4, 3] class = default 316->317 322 gini = 0.0 samples = 12 value = [12, 0] class = default 316->322 318 self_reference_max_shares <= 1900.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 317->318 321 gini = 0.0 samples = 3 value = [3, 0] class = default 317->321 319 gini = 0.0 samples = 3 value = [0, 3] class = no default 318->319 320 gini = 0.0 samples = 1 value = [1, 0] class = default 318->320 324 gini = 0.0 samples = 1 value = [1, 0] class = default 323->324 325 gini = 0.0 samples = 5 value = [0, 5] class = no default 323->325 327 self_reference_avg_sharess <= 878.0 gini = 0.123 samples = 106 value = [99, 7] class = default 326->327 346 gini = 0.0 samples = 1 value = [0, 1] class = no default 326->346 328 gini = 0.0 samples = 1 value = [0, 1] class = no default 327->328 329 kw_avg_max <= 502491.672 gini = 0.108 samples = 105 value = [99, 6] class = default 327->329 330 max_negative_polarity <= -0.183 gini = 0.092 samples = 104 value = [99, 5] class = default 329->330 345 gini = 0.0 samples = 1 value = [0, 1] class = no default 329->345 331 n_tokens_title <= 10.5 gini = 0.408 samples = 7 value = [5, 2] class = default 330->331 334 num_hrefs <= 3.5 gini = 0.06 samples = 97 value = [94, 3] class = default 330->334 332 gini = 0.0 samples = 2 value = [0, 2] class = no default 331->332 333 gini = 0.0 samples = 5 value = [5, 0] class = default 331->333 335 n_tokens_title <= 14.0 gini = 0.18 samples = 30 value = [27, 3] class = default 334->335 344 gini = 0.0 samples = 67 value = [67, 0] class = default 334->344 336 num_keywords <= 8.5 gini = 0.128 samples = 29 value = [27, 2] class = default 335->336 343 gini = 0.0 samples = 1 value = [0, 1] class = no default 335->343 337 global_subjectivity <= 0.558 gini = 0.069 samples = 28 value = [27, 1] class = default 336->337 342 gini = 0.0 samples = 1 value = [0, 1] class = no default 336->342 338 gini = 0.0 samples = 25 value = [25, 0] class = default 337->338 339 rate_negative_words <= 0.472 gini = 0.444 samples = 3 value = [2, 1] class = default 337->339 340 gini = 0.0 samples = 1 value = [0, 1] class = no default 339->340 341 gini = 0.0 samples = 2 value = [2, 0] class = default 339->341 348 gini = 0.0 samples = 6 value = [0, 6] class = no default 347->348 349 kw_min_max <= 2450.0 gini = 0.327 samples = 34 value = [27, 7] class = default 347->349 350 n_tokens_content <= 382.0 gini = 0.185 samples = 29 value = [26, 3] class = default 349->350 355 avg_negative_polarity <= -0.307 gini = 0.32 samples = 5 value = [1, 4] class = no default 349->355 351 LDA_03 <= 0.029 gini = 0.49 samples = 7 value = [4, 3] class = default 350->351 354 gini = 0.0 samples = 22 value = [22, 0] class = default 350->354 352 gini = 0.0 samples = 4 value = [4, 0] class = default 351->352 353 gini = 0.0 samples = 3 value = [0, 3] class = no default 351->353 356 gini = 0.0 samples = 1 value = [1, 0] class = default 355->356 357 gini = 0.0 samples = 4 value = [0, 4] class = no default 355->357 360 gini = 0.0 samples = 6 value = [0, 6] class = no default 359->360 361 title_subjectivity <= 0.227 gini = 0.4 samples = 116 value = [84, 32] class = default 359->361 362 self_reference_avg_sharess <= 1150.0 gini = 0.475 samples = 18 value = [7, 11] class = no default 361->362 369 n_tokens_title <= 7.5 gini = 0.337 samples = 98 value = [77, 21] class = default 361->369 363 kw_avg_avg <= 1801.918 gini = 0.245 samples = 7 value = [6, 1] class = default 362->363 366 kw_avg_min <= 53.333 gini = 0.165 samples = 11 value = [1, 10] class = no default 362->366 364 gini = 0.0 samples = 1 value = [0, 1] class = no default 363->364 365 gini = 0.0 samples = 6 value = [6, 0] class = default 363->365 367 gini = 0.0 samples = 1 value = [1, 0] class = default 366->367 368 gini = 0.0 samples = 10 value = [0, 10] class = no default 366->368 370 min_positive_polarity <= 0.133 gini = 0.278 samples = 6 value = [1, 5] class = no default 369->370 373 kw_min_avg <= 926.542 gini = 0.287 samples = 92 value = [76, 16] class = default 369->373 371 gini = 0.0 samples = 5 value = [0, 5] class = no default 370->371 372 gini = 0.0 samples = 1 value = [1, 0] class = default 370->372 374 kw_max_min <= 683.5 gini = 0.423 samples = 46 value = [32, 14] class = default 373->374 389 kw_min_avg <= 1916.826 gini = 0.083 samples = 46 value = [44, 2] class = default 373->389 375 abs_title_subjectivity <= 0.117 gini = 0.499 samples = 25 value = [12, 13] class = no default 374->375 386 num_hrefs <= 18.5 gini = 0.091 samples = 21 value = [20, 1] class = default 374->386 376 LDA_04 <= 0.037 gini = 0.43 samples = 16 value = [11, 5] class = default 375->376 383 LDA_03 <= 0.024 gini = 0.198 samples = 9 value = [1, 8] class = no default 375->383 377 avg_positive_polarity <= 0.3 gini = 0.444 samples = 6 value = [2, 4] class = no default 376->377 380 kw_avg_max <= 349340.0 gini = 0.18 samples = 10 value = [9, 1] class = default 376->380 378 gini = 0.0 samples = 2 value = [2, 0] class = default 377->378 379 gini = 0.0 samples = 4 value = [0, 4] class = no default 377->379 381 gini = 0.0 samples = 9 value = [9, 0] class = default 380->381 382 gini = 0.0 samples = 1 value = [0, 1] class = no default 380->382 384 gini = 0.0 samples = 1 value = [1, 0] class = default 383->384 385 gini = 0.0 samples = 8 value = [0, 8] class = no default 383->385 387 gini = 0.0 samples = 20 value = [20, 0] class = default 386->387 388 gini = 0.0 samples = 1 value = [0, 1] class = no default 386->388 390 gini = 0.0 samples = 39 value = [39, 0] class = default 389->390 391 self_reference_avg_sharess <= 1250.0 gini = 0.408 samples = 7 value = [5, 2] class = default 389->391 392 gini = 0.0 samples = 4 value = [4, 0] class = default 391->392 393 kw_min_max <= 21950.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 391->393 394 gini = 0.0 samples = 2 value = [0, 2] class = no default 393->394 395 gini = 0.0 samples = 1 value = [1, 0] class = default 393->395 397 kw_avg_min <= 217.667 gini = 0.397 samples = 22 value = [6, 16] class = no default 396->397 406 num_hrefs <= 40.0 gini = 0.208 samples = 17 value = [15, 2] class = default 396->406 398 gini = 0.0 samples = 10 value = [0, 10] class = no default 397->398 399 avg_positive_polarity <= 0.326 gini = 0.5 samples = 12 value = [6, 6] class = default 397->399 400 average_token_length <= 4.927 gini = 0.375 samples = 8 value = [2, 6] class = no default 399->400 405 gini = 0.0 samples = 4 value = [4, 0] class = default 399->405 401 gini = 0.0 samples = 5 value = [0, 5] class = no default 400->401 402 global_rate_negative_words <= 0.02 gini = 0.444 samples = 3 value = [2, 1] class = default 400->402 403 gini = 0.0 samples = 2 value = [2, 0] class = default 402->403 404 gini = 0.0 samples = 1 value = [0, 1] class = no default 402->404 407 gini = 0.0 samples = 14 value = [14, 0] class = default 406->407 408 kw_max_avg <= 3404.598 gini = 0.444 samples = 3 value = [1, 2] class = no default 406->408 409 gini = 0.0 samples = 1 value = [1, 0] class = default 408->409 410 gini = 0.0 samples = 2 value = [0, 2] class = no default 408->410 412 data_channel_is_entertainment <= 0.5 gini = 0.344 samples = 853 value = [665, 188] class = default 411->412 675 num_self_hrefs <= 1.5 gini = 0.468 samples = 126 value = [79, 47] class = default 411->675 413 kw_avg_avg <= 2100.343 gini = 0.367 samples = 693 value = [525, 168] class = default 412->413 636 global_subjectivity <= 0.66 gini = 0.219 samples = 160 value = [140, 20] class = default 412->636 414 LDA_04 <= 0.444 gini = 0.29 samples = 261 value = [215, 46] class = default 413->414 493 kw_avg_max <= 131364.285 gini = 0.405 samples = 432 value = [310, 122] class = default 413->493 415 num_hrefs <= 34.5 gini = 0.266 samples = 247 value = [208, 39] class = default 414->415 486 average_token_length <= 4.677 gini = 0.5 samples = 14 value = [7, 7] class = default 414->486 416 kw_max_avg <= 3637.778 gini = 0.256 samples = 245 value = [208, 37] class = default 415->416 485 gini = 0.0 samples = 2 value = [0, 2] class = no default 415->485 417 n_tokens_content <= 116.0 gini = 0.239 samples = 238 value = [205, 33] class = default 416->417 482 kw_max_avg <= 3713.357 gini = 0.49 samples = 7 value = [3, 4] class = no default 416->482 418 rate_negative_words <= 0.062 gini = 0.444 samples = 3 value = [1, 2] class = no default 417->418 421 num_keywords <= 4.5 gini = 0.229 samples = 235 value = [204, 31] class = default 417->421 419 gini = 0.0 samples = 2 value = [0, 2] class = no default 418->419 420 gini = 0.0 samples = 1 value = [1, 0] class = default 418->420 422 average_token_length <= 4.63 gini = 0.5 samples = 6 value = [3, 3] class = default 421->422 425 title_sentiment_polarity <= -0.65 gini = 0.215 samples = 229 value = [201, 28] class = default 421->425 423 gini = 0.0 samples = 3 value = [3, 0] class = default 422->423 424 gini = 0.0 samples = 3 value = [0, 3] class = no default 422->424 426 gini = 0.0 samples = 1 value = [0, 1] class = no default 425->426 427 average_token_length <= 4.675 gini = 0.209 samples = 228 value = [201, 27] class = default 425->427 428 LDA_04 <= 0.029 gini = 0.331 samples = 62 value = [49, 13] class = default 427->428 445 global_rate_negative_words <= 0.031 gini = 0.154 samples = 166 value = [152, 14] class = default 427->445 429 timedelta <= 444.5 gini = 0.494 samples = 18 value = [10, 8] class = default 428->429 436 num_hrefs <= 16.5 gini = 0.201 samples = 44 value = [39, 5] class = default 428->436 430 num_hrefs <= 5.0 gini = 0.346 samples = 9 value = [2, 7] class = no default 429->430 433 num_keywords <= 7.5 gini = 0.198 samples = 9 value = [8, 1] class = default 429->433 431 gini = 0.0 samples = 2 value = [2, 0] class = default 430->431 432 gini = 0.0 samples = 7 value = [0, 7] class = no default 430->432 434 gini = 0.0 samples = 1 value = [0, 1] class = no default 433->434 435 gini = 0.0 samples = 8 value = [8, 0] class = default 433->435 437 self_reference_avg_sharess <= 1701.75 gini = 0.133 samples = 42 value = [39, 3] class = default 436->437 444 gini = 0.0 samples = 2 value = [0, 2] class = no default 436->444 438 global_rate_positive_words <= 0.051 gini = 0.093 samples = 41 value = [39, 2] class = default 437->438 443 gini = 0.0 samples = 1 value = [0, 1] class = no default 437->443 439 gini = 0.0 samples = 30 value = [30, 0] class = default 438->439 440 global_rate_positive_words <= 0.053 gini = 0.298 samples = 11 value = [9, 2] class = default 438->440 441 gini = 0.0 samples = 2 value = [0, 2] class = no default 440->441 442 gini = 0.0 samples = 9 value = [9, 0] class = default 440->442 446 title_subjectivity <= 0.925 gini = 0.145 samples = 165 value = [152, 13] class = default 445->446 481 gini = 0.0 samples = 1 value = [0, 1] class = no default 445->481 447 LDA_04 <= 0.393 gini = 0.127 samples = 161 value = [150, 11] class = default 446->447 478 self_reference_avg_sharess <= 487.0 gini = 0.5 samples = 4 value = [2, 2] class = default 446->478 448 global_sentiment_polarity <= 0.103 gini = 0.117 samples = 160 value = [150, 10] class = default 447->448 477 gini = 0.0 samples = 1 value = [0, 1] class = no default 447->477 449 abs_title_sentiment_polarity <= 0.225 gini = 0.375 samples = 12 value = [9, 3] class = default 448->449 452 timedelta <= 28.5 gini = 0.09 samples = 148 value = [141, 7] class = default 448->452 450 gini = 0.0 samples = 9 value = [9, 0] class = default 449->450 451 gini = 0.0 samples = 3 value = [0, 3] class = no default 449->451 453 LDA_03 <= 0.031 gini = 0.444 samples = 6 value = [4, 2] class = default 452->453 456 num_self_hrefs <= 9.5 gini = 0.068 samples = 142 value = [137, 5] class = default 452->456 454 gini = 0.0 samples = 2 value = [0, 2] class = no default 453->454 455 gini = 0.0 samples = 4 value = [4, 0] class = default 453->455 457 kw_max_min <= 1550.0 gini = 0.056 samples = 140 value = [136, 4] class = default 456->457 474 global_sentiment_polarity <= 0.151 gini = 0.5 samples = 2 value = [1, 1] class = default 456->474 458 timedelta <= 600.0 gini = 0.043 samples = 138 value = [135, 3] class = default 457->458 471 LDA_03 <= 0.023 gini = 0.5 samples = 2 value = [1, 1] class = default 457->471 459 num_keywords <= 5.5 gini = 0.029 samples = 136 value = [134, 2] class = default 458->459 468 LDA_03 <= 0.025 gini = 0.5 samples = 2 value = [1, 1] class = default 458->468 460 timedelta <= 581.0 gini = 0.198 samples = 18 value = [16, 2] class = default 459->460 467 gini = 0.0 samples = 118 value = [118, 0] class = default 459->467 461 max_negative_polarity <= -0.183 gini = 0.111 samples = 17 value = [16, 1] class = default 460->461 466 gini = 0.0 samples = 1 value = [0, 1] class = no default 460->466 462 weekday_is_wednesday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 461->462 465 gini = 0.0 samples = 15 value = [15, 0] class = default 461->465 463 gini = 0.0 samples = 1 value = [0, 1] class = no default 462->463 464 gini = 0.0 samples = 1 value = [1, 0] class = default 462->464 469 gini = 0.0 samples = 1 value = [1, 0] class = default 468->469 470 gini = 0.0 samples = 1 value = [0, 1] class = no default 468->470 472 gini = 0.0 samples = 1 value = [0, 1] class = no default 471->472 473 gini = 0.0 samples = 1 value = [1, 0] class = default 471->473 475 gini = 0.0 samples = 1 value = [0, 1] class = no default 474->475 476 gini = 0.0 samples = 1 value = [1, 0] class = default 474->476 479 gini = 0.0 samples = 2 value = [2, 0] class = default 478->479 480 gini = 0.0 samples = 2 value = [0, 2] class = no default 478->480 483 gini = 0.0 samples = 4 value = [0, 4] class = no default 482->483 484 gini = 0.0 samples = 3 value = [3, 0] class = default 482->484 487 gini = 0.0 samples = 5 value = [0, 5] class = no default 486->487 488 n_tokens_content <= 352.5 gini = 0.346 samples = 9 value = [7, 2] class = default 486->488 489 num_self_hrefs <= 3.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 488->489 492 gini = 0.0 samples = 6 value = [6, 0] class = default 488->492 490 gini = 0.0 samples = 2 value = [0, 2] class = no default 489->490 491 gini = 0.0 samples = 1 value = [1, 0] class = default 489->491 494 gini = 0.0 samples = 4 value = [0, 4] class = no default 493->494 495 kw_avg_avg <= 2126.561 gini = 0.399 samples = 428 value = [310, 118] class = default 493->495 496 n_non_stop_unique_tokens <= 0.637 gini = 0.497 samples = 26 value = [12, 14] class = no default 495->496 507 LDA_02 <= 0.067 gini = 0.384 samples = 402 value = [298, 104] class = default 495->507 497 gini = 0.0 samples = 7 value = [0, 7] class = no default 496->497 498 LDA_00 <= 0.033 gini = 0.465 samples = 19 value = [12, 7] class = default 496->498 499 global_subjectivity <= 0.443 gini = 0.278 samples = 6 value = [1, 5] class = no default 498->499 502 self_reference_max_shares <= 1450.0 gini = 0.26 samples = 13 value = [11, 2] class = default 498->502 500 gini = 0.0 samples = 5 value = [0, 5] class = no default 499->500 501 gini = 0.0 samples = 1 value = [1, 0] class = default 499->501 503 gini = 0.0 samples = 10 value = [10, 0] class = default 502->503 504 LDA_03 <= 0.145 gini = 0.444 samples = 3 value = [1, 2] class = no default 502->504 505 gini = 0.0 samples = 2 value = [0, 2] class = no default 504->505 506 gini = 0.0 samples = 1 value = [1, 0] class = default 504->506 508 kw_min_max <= 727.5 gini = 0.447 samples = 154 value = [102, 52] class = default 507->508 559 global_rate_positive_words <= 0.068 gini = 0.331 samples = 248 value = [196, 52] class = default 507->559 509 max_negative_polarity <= -0.142 gini = 0.499 samples = 40 value = [19, 21] class = no default 508->509 524 avg_negative_polarity <= -0.214 gini = 0.396 samples = 114 value = [83, 31] class = default 508->524 510 weekday_is_monday <= 0.5 gini = 0.337 samples = 14 value = [11, 3] class = default 509->510 515 kw_avg_max <= 263021.422 gini = 0.426 samples = 26 value = [8, 18] class = no default 509->515 511 rate_negative_words <= 0.058 gini = 0.153 samples = 12 value = [11, 1] class = default 510->511 514 gini = 0.0 samples = 2 value = [0, 2] class = no default 510->514 512 gini = 0.0 samples = 1 value = [0, 1] class = no default 511->512 513 gini = 0.0 samples = 11 value = [11, 0] class = default 511->513 516 title_subjectivity <= 0.388 gini = 0.486 samples = 12 value = [7, 5] class = default 515->516 521 kw_avg_min <= 53.367 gini = 0.133 samples = 14 value = [1, 13] class = no default 515->521 517 gini = 0.0 samples = 5 value = [5, 0] class = default 516->517 518 avg_positive_polarity <= 0.314 gini = 0.408 samples = 7 value = [2, 5] class = no default 516->518 519 gini = 0.0 samples = 2 value = [2, 0] class = default 518->519 520 gini = 0.0 samples = 5 value = [0, 5] class = no default 518->520 522 gini = 0.0 samples = 1 value = [1, 0] class = default 521->522 523 gini = 0.0 samples = 13 value = [0, 13] class = no default 521->523 525 n_non_stop_unique_tokens <= 0.677 gini = 0.496 samples = 46 value = [25, 21] class = default 524->525 542 global_subjectivity <= 0.539 gini = 0.251 samples = 68 value = [58, 10] class = default 524->542 526 kw_avg_avg <= 2600.232 gini = 0.291 samples = 17 value = [14, 3] class = default 525->526 531 kw_min_max <= 8300.0 gini = 0.471 samples = 29 value = [11, 18] class = no default 525->531 527 gini = 0.0 samples = 13 value = [13, 0] class = default 526->527 528 rate_negative_words <= 0.292 gini = 0.375 samples = 4 value = [1, 3] class = no default 526->528 529 gini = 0.0 samples = 3 value = [0, 3] class = no default 528->529 530 gini = 0.0 samples = 1 value = [1, 0] class = default 528->530 532 kw_avg_avg <= 2300.064 gini = 0.386 samples = 23 value = [6, 17] class = no default 531->532 539 LDA_02 <= 0.05 gini = 0.278 samples = 6 value = [5, 1] class = default 531->539 533 gini = 0.0 samples = 3 value = [3, 0] class = default 532->533 534 n_tokens_content <= 237.0 gini = 0.255 samples = 20 value = [3, 17] class = no default 532->534 535 self_reference_min_shares <= 861.0 gini = 0.48 samples = 5 value = [3, 2] class = default 534->535 538 gini = 0.0 samples = 15 value = [0, 15] class = no default 534->538 536 gini = 0.0 samples = 3 value = [3, 0] class = default 535->536 537 gini = 0.0 samples = 2 value = [0, 2] class = no default 535->537 540 gini = 0.0 samples = 5 value = [5, 0] class = default 539->540 541 gini = 0.0 samples = 1 value = [0, 1] class = no default 539->541 543 rate_negative_words <= 0.261 gini = 0.192 samples = 65 value = [58, 7] class = default 542->543 558 gini = 0.0 samples = 3 value = [0, 3] class = no default 542->558 544 LDA_00 <= 0.84 gini = 0.073 samples = 53 value = [51, 2] class = default 543->544 551 kw_avg_max <= 390537.5 gini = 0.486 samples = 12 value = [7, 5] class = default 543->551 545 gini = 0.0 samples = 42 value = [42, 0] class = default 544->545 546 LDA_00 <= 0.84 gini = 0.298 samples = 11 value = [9, 2] class = default 544->546 547 avg_positive_polarity <= 0.245 gini = 0.444 samples = 3 value = [1, 2] class = no default 546->547 550 gini = 0.0 samples = 8 value = [8, 0] class = default 546->550 548 gini = 0.0 samples = 1 value = [1, 0] class = default 547->548 549 gini = 0.0 samples = 2 value = [0, 2] class = no default 547->549 552 LDA_04 <= 0.037 gini = 0.346 samples = 9 value = [7, 2] class = default 551->552 557 gini = 0.0 samples = 3 value = [0, 3] class = no default 551->557 553 gini = 0.0 samples = 1 value = [0, 1] class = no default 552->553 554 kw_min_avg <= 1420.712 gini = 0.219 samples = 8 value = [7, 1] class = default 552->554 555 gini = 0.0 samples = 7 value = [7, 0] class = default 554->555 556 gini = 0.0 samples = 1 value = [0, 1] class = no default 554->556 560 n_tokens_title <= 9.5 gini = 0.307 samples = 238 value = [193, 45] class = default 559->560 633 min_positive_polarity <= 0.056 gini = 0.42 samples = 10 value = [3, 7] class = no default 559->633 561 average_token_length <= 4.651 gini = 0.448 samples = 59 value = [39, 20] class = default 560->561 584 max_negative_polarity <= -0.042 gini = 0.24 samples = 179 value = [154, 25] class = default 560->584 562 n_unique_tokens <= 0.513 gini = 0.346 samples = 9 value = [2, 7] class = no default 561->562 565 timedelta <= 27.0 gini = 0.385 samples = 50 value = [37, 13] class = default 561->565 563 gini = 0.0 samples = 2 value = [2, 0] class = default 562->563 564 gini = 0.0 samples = 7 value = [0, 7] class = no default 562->564 566 gini = 0.0 samples = 4 value = [0, 4] class = no default 565->566 567 num_hrefs <= 13.5 gini = 0.315 samples = 46 value = [37, 9] class = default 565->567 568 n_unique_tokens <= 0.73 gini = 0.219 samples = 40 value = [35, 5] class = default 567->568 581 n_tokens_content <= 564.0 gini = 0.444 samples = 6 value = [2, 4] class = no default 567->581 569 global_sentiment_polarity <= 0.101 gini = 0.145 samples = 38 value = [35, 3] class = default 568->569 580 gini = 0.0 samples = 2 value = [0, 2] class = no default 568->580 570 gini = 0.0 samples = 1 value = [0, 1] class = no default 569->570 571 num_keywords <= 3.5 gini = 0.102 samples = 37 value = [35, 2] class = default 569->571 572 weekday_is_wednesday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 571->572 575 LDA_04 <= 0.021 gini = 0.056 samples = 35 value = [34, 1] class = default 571->575 573 gini = 0.0 samples = 1 value = [0, 1] class = no default 572->573 574 gini = 0.0 samples = 1 value = [1, 0] class = default 572->574 576 num_hrefs <= 10.5 gini = 0.5 samples = 2 value = [1, 1] class = default 575->576 579 gini = 0.0 samples = 33 value = [33, 0] class = default 575->579 577 gini = 0.0 samples = 1 value = [1, 0] class = default 576->577 578 gini = 0.0 samples = 1 value = [0, 1] class = no default 576->578 582 gini = 0.0 samples = 2 value = [2, 0] class = default 581->582 583 gini = 0.0 samples = 4 value = [0, 4] class = no default 581->583 585 n_unique_tokens <= 0.724 gini = 0.211 samples = 167 value = [147, 20] class = default 584->585 628 n_unique_tokens <= 0.577 gini = 0.486 samples = 12 value = [7, 5] class = default 584->628 586 global_rate_positive_words <= 0.019 gini = 0.194 samples = 165 value = [147, 18] class = default 585->586 627 gini = 0.0 samples = 2 value = [0, 2] class = no default 585->627 587 kw_min_max <= 2050.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 586->587 590 kw_max_avg <= 3256.716 gini = 0.178 samples = 162 value = [146, 16] class = default 586->590 588 gini = 0.0 samples = 1 value = [1, 0] class = default 587->588 589 gini = 0.0 samples = 2 value = [0, 2] class = no default 587->589 591 data_channel_is_world <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 590->591 594 kw_max_avg <= 3736.114 gini = 0.161 samples = 159 value = [145, 14] class = default 590->594 592 gini = 0.0 samples = 1 value = [1, 0] class = default 591->592 593 gini = 0.0 samples = 2 value = [0, 2] class = no default 591->593 595 global_rate_negative_words <= 0.003 gini = 0.151 samples = 158 value = [145, 13] class = default 594->595 626 gini = 0.0 samples = 1 value = [0, 1] class = no default 594->626 596 title_subjectivity <= 0.542 gini = 0.5 samples = 4 value = [2, 2] class = default 595->596 599 LDA_00 <= 0.029 gini = 0.133 samples = 154 value = [143, 11] class = default 595->599 597 gini = 0.0 samples = 2 value = [0, 2] class = no default 596->597 598 gini = 0.0 samples = 2 value = [2, 0] class = default 596->598 600 avg_negative_polarity <= -0.241 gini = 0.265 samples = 51 value = [43, 8] class = default 599->600 613 n_unique_tokens <= 0.418 gini = 0.057 samples = 103 value = [100, 3] class = default 599->613 601 kw_max_avg <= 3578.01 gini = 0.455 samples = 20 value = [13, 7] class = default 600->601 608 global_subjectivity <= 0.349 gini = 0.062 samples = 31 value = [30, 1] class = default 600->608 602 kw_avg_avg <= 2484.457 gini = 0.305 samples = 16 value = [13, 3] class = default 601->602 607 gini = 0.0 samples = 4 value = [0, 4] class = no default 601->607 603 kw_avg_min <= 78.713 gini = 0.133 samples = 14 value = [13, 1] class = default 602->603 606 gini = 0.0 samples = 2 value = [0, 2] class = no default 602->606 604 gini = 0.0 samples = 1 value = [0, 1] class = no default 603->604 605 gini = 0.0 samples = 13 value = [13, 0] class = default 603->605 609 n_unique_tokens <= 0.545 gini = 0.5 samples = 2 value = [1, 1] class = default 608->609 612 gini = 0.0 samples = 29 value = [29, 0] class = default 608->612 610 gini = 0.0 samples = 1 value = [1, 0] class = default 609->610 611 gini = 0.0 samples = 1 value = [0, 1] class = no default 609->611 614 weekday_is_friday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 613->614 617 global_rate_positive_words <= 0.064 gini = 0.039 samples = 101 value = [99, 2] class = default 613->617 615 gini = 0.0 samples = 1 value = [0, 1] class = no default 614->615 616 gini = 0.0 samples = 1 value = [1, 0] class = default 614->616 618 timedelta <= 21.5 gini = 0.02 samples = 97 value = [96, 1] class = default 617->618 623 average_token_length <= 4.765 gini = 0.375 samples = 4 value = [3, 1] class = default 617->623 619 min_negative_polarity <= -0.275 gini = 0.32 samples = 5 value = [4, 1] class = default 618->619 622 gini = 0.0 samples = 92 value = [92, 0] class = default 618->622 620 gini = 0.0 samples = 4 value = [4, 0] class = default 619->620 621 gini = 0.0 samples = 1 value = [0, 1] class = no default 619->621 624 gini = 0.0 samples = 3 value = [3, 0] class = default 623->624 625 gini = 0.0 samples = 1 value = [0, 1] class = no default 623->625 629 kw_max_min <= 282.5 gini = 0.278 samples = 6 value = [1, 5] class = no default 628->629 632 gini = 0.0 samples = 6 value = [6, 0] class = default 628->632 630 gini = 0.0 samples = 1 value = [1, 0] class = default 629->630 631 gini = 0.0 samples = 5 value = [0, 5] class = no default 629->631 634 gini = 0.0 samples = 3 value = [3, 0] class = default 633->634 635 gini = 0.0 samples = 7 value = [0, 7] class = no default 633->635 637 n_non_stop_unique_tokens <= 0.845 gini = 0.202 samples = 158 value = [140, 18] class = default 636->637 674 gini = 0.0 samples = 2 value = [0, 2] class = no default 636->674 638 average_token_length <= 4.581 gini = 0.177 samples = 153 value = [138, 15] class = default 637->638 671 abs_title_sentiment_polarity <= 0.16 gini = 0.48 samples = 5 value = [2, 3] class = no default 637->671 639 LDA_02 <= 0.557 gini = 0.029 samples = 69 value = [68, 1] class = default 638->639 644 rate_negative_words <= 0.355 gini = 0.278 samples = 84 value = [70, 14] class = default 638->644 640 gini = 0.0 samples = 66 value = [66, 0] class = default 639->640 641 kw_max_avg <= 3549.792 gini = 0.444 samples = 3 value = [2, 1] class = default 639->641 642 gini = 0.0 samples = 2 value = [2, 0] class = default 641->642 643 gini = 0.0 samples = 1 value = [0, 1] class = no default 641->643 645 n_unique_tokens <= 0.466 gini = 0.224 samples = 78 value = [68, 10] class = default 644->645 668 average_token_length <= 4.747 gini = 0.444 samples = 6 value = [2, 4] class = no default 644->668 646 gini = 0.0 samples = 2 value = [0, 2] class = no default 645->646 647 LDA_01 <= 0.031 gini = 0.188 samples = 76 value = [68, 8] class = default 645->647 648 min_positive_polarity <= 0.081 gini = 0.444 samples = 3 value = [1, 2] class = no default 647->648 651 kw_min_max <= 37700.0 gini = 0.151 samples = 73 value = [67, 6] class = default 647->651 649 gini = 0.0 samples = 2 value = [0, 2] class = no default 648->649 650 gini = 0.0 samples = 1 value = [1, 0] class = default 648->650 652 num_videos <= 8.0 gini = 0.129 samples = 72 value = [67, 5] class = default 651->652 667 gini = 0.0 samples = 1 value = [0, 1] class = no default 651->667 653 rate_positive_words <= 0.928 gini = 0.106 samples = 71 value = [67, 4] class = default 652->653 666 gini = 0.0 samples = 1 value = [0, 1] class = no default 652->666 654 n_tokens_title <= 7.5 gini = 0.061 samples = 64 value = [62, 2] class = default 653->654 663 rate_positive_words <= 0.951 gini = 0.408 samples = 7 value = [5, 2] class = default 653->663 655 min_positive_polarity <= 0.048 gini = 0.5 samples = 2 value = [1, 1] class = default 654->655 658 kw_min_avg <= 1925.112 gini = 0.032 samples = 62 value = [61, 1] class = default 654->658 656 gini = 0.0 samples = 1 value = [0, 1] class = no default 655->656 657 gini = 0.0 samples = 1 value = [1, 0] class = default 655->657 659 gini = 0.0 samples = 54 value = [54, 0] class = default 658->659 660 kw_avg_avg <= 2562.631 gini = 0.219 samples = 8 value = [7, 1] class = default 658->660 661 gini = 0.0 samples = 1 value = [0, 1] class = no default 660->661 662 gini = 0.0 samples = 7 value = [7, 0] class = default 660->662 664 gini = 0.0 samples = 2 value = [0, 2] class = no default 663->664 665 gini = 0.0 samples = 5 value = [5, 0] class = default 663->665 669 gini = 0.0 samples = 2 value = [2, 0] class = default 668->669 670 gini = 0.0 samples = 4 value = [0, 4] class = no default 668->670 672 gini = 0.0 samples = 2 value = [2, 0] class = default 671->672 673 gini = 0.0 samples = 3 value = [0, 3] class = no default 671->673 676 timedelta <= 67.5 gini = 0.496 samples = 55 value = [25, 30] class = no default 675->676 697 max_positive_polarity <= 0.725 gini = 0.364 samples = 71 value = [54, 17] class = default 675->697 677 self_reference_min_shares <= 1500.0 gini = 0.198 samples = 9 value = [8, 1] class = default 676->677 680 abs_title_subjectivity <= 0.092 gini = 0.466 samples = 46 value = [17, 29] class = no default 676->680 678 gini = 0.0 samples = 8 value = [8, 0] class = default 677->678 679 gini = 0.0 samples = 1 value = [0, 1] class = no default 677->679 681 abs_title_sentiment_polarity <= 0.143 gini = 0.346 samples = 9 value = [7, 2] class = default 680->681 684 LDA_04 <= 0.201 gini = 0.394 samples = 37 value = [10, 27] class = no default 680->684 682 gini = 0.0 samples = 2 value = [0, 2] class = no default 681->682 683 gini = 0.0 samples = 7 value = [7, 0] class = default 681->683 685 num_hrefs <= 1.5 gini = 0.285 samples = 29 value = [5, 24] class = no default 684->685 694 global_subjectivity <= 0.481 gini = 0.469 samples = 8 value = [5, 3] class = default 684->694 686 global_rate_negative_words <= 0.016 gini = 0.494 samples = 9 value = [4, 5] class = no default 685->686 689 global_rate_negative_words <= 0.021 gini = 0.095 samples = 20 value = [1, 19] class = no default 685->689 687 gini = 0.0 samples = 4 value = [4, 0] class = default 686->687 688 gini = 0.0 samples = 5 value = [0, 5] class = no default 686->688 690 gini = 0.0 samples = 18 value = [0, 18] class = no default 689->690 691 timedelta <= 447.0 gini = 0.5 samples = 2 value = [1, 1] class = default 689->691 692 gini = 0.0 samples = 1 value = [1, 0] class = default 691->692 693 gini = 0.0 samples = 1 value = [0, 1] class = no default 691->693 695 gini = 0.0 samples = 5 value = [5, 0] class = default 694->695 696 gini = 0.0 samples = 3 value = [0, 3] class = no default 694->696 698 avg_negative_polarity <= -0.324 gini = 0.463 samples = 11 value = [4, 7] class = no default 697->698 703 rate_positive_words <= 0.602 gini = 0.278 samples = 60 value = [50, 10] class = default 697->703 699 gini = 0.0 samples = 3 value = [3, 0] class = default 698->699 700 num_self_hrefs <= 5.0 gini = 0.219 samples = 8 value = [1, 7] class = no default 698->700 701 gini = 0.0 samples = 7 value = [0, 7] class = no default 700->701 702 gini = 0.0 samples = 1 value = [1, 0] class = default 700->702 704 gini = 0.0 samples = 2 value = [0, 2] class = no default 703->704 705 global_subjectivity <= 0.474 gini = 0.238 samples = 58 value = [50, 8] class = default 703->705 706 global_sentiment_polarity <= 0.185 gini = 0.36 samples = 34 value = [26, 8] class = default 705->706 719 gini = 0.0 samples = 24 value = [24, 0] class = default 705->719 707 kw_max_avg <= 3261.154 gini = 0.165 samples = 22 value = [20, 2] class = default 706->707 712 global_rate_positive_words <= 0.046 gini = 0.5 samples = 12 value = [6, 6] class = default 706->712 708 gini = 0.0 samples = 1 value = [0, 1] class = no default 707->708 709 title_sentiment_polarity <= -0.297 gini = 0.091 samples = 21 value = [20, 1] class = default 707->709 710 gini = 0.0 samples = 1 value = [0, 1] class = no default 709->710 711 gini = 0.0 samples = 20 value = [20, 0] class = default 709->711 713 data_channel_is_bus <= 0.5 gini = 0.278 samples = 6 value = [5, 1] class = default 712->713 716 LDA_03 <= 0.042 gini = 0.278 samples = 6 value = [1, 5] class = no default 712->716 714 gini = 0.0 samples = 5 value = [5, 0] class = default 713->714 715 gini = 0.0 samples = 1 value = [0, 1] class = no default 713->715 717 gini = 0.0 samples = 5 value = [0, 5] class = no default 716->717 718 gini = 0.0 samples = 1 value = [1, 0] class = default 716->718 722 n_tokens_content <= 844.5 gini = 0.456 samples = 412 value = [267, 145] class = default 721->722 855 timedelta <= 354.5 gini = 0.464 samples = 60 value = [22, 38] class = no default 721->855 723 timedelta <= 468.5 gini = 0.434 samples = 355 value = [242, 113] class = default 722->723 836 kw_avg_avg <= 2628.059 gini = 0.492 samples = 57 value = [25, 32] class = no default 722->836 724 global_subjectivity <= 0.497 gini = 0.473 samples = 227 value = [140, 87] class = default 723->724 799 global_sentiment_polarity <= 0.041 gini = 0.324 samples = 128 value = [102, 26] class = default 723->799 725 num_keywords <= 7.5 gini = 0.495 samples = 175 value = [96, 79] class = default 724->725 782 kw_avg_min <= 413.721 gini = 0.26 samples = 52 value = [44, 8] class = default 724->782 726 title_subjectivity <= 0.414 gini = 0.481 samples = 82 value = [33, 49] class = no default 725->726 755 n_tokens_title <= 12.5 gini = 0.437 samples = 93 value = [63, 30] class = default 725->755 727 LDA_00 <= 0.033 gini = 0.5 samples = 57 value = [28, 29] class = no default 726->727 748 average_token_length <= 4.304 gini = 0.32 samples = 25 value = [5, 20] class = no default 726->748 728 LDA_00 <= 0.029 gini = 0.467 samples = 35 value = [22, 13] class = default 727->728 741 avg_positive_polarity <= 0.337 gini = 0.397 samples = 22 value = [6, 16] class = no default 727->741 729 kw_min_max <= 4900.0 gini = 0.397 samples = 11 value = [3, 8] class = no default 728->729 732 self_reference_avg_sharess <= 1791.5 gini = 0.33 samples = 24 value = [19, 5] class = default 728->732 730 gini = 0.0 samples = 8 value = [0, 8] class = no default 729->730 731 gini = 0.0 samples = 3 value = [3, 0] class = default 729->731 733 kw_max_min <= 219.0 gini = 0.236 samples = 22 value = [19, 3] class = default 732->733 740 gini = 0.0 samples = 2 value = [0, 2] class = no default 732->740 734 title_sentiment_polarity <= 0.1 gini = 0.444 samples = 3 value = [1, 2] class = no default 733->734 737 LDA_01 <= 0.451 gini = 0.1 samples = 19 value = [18, 1] class = default 733->737 735 gini = 0.0 samples = 2 value = [0, 2] class = no default 734->735 736 gini = 0.0 samples = 1 value = [1, 0] class = default 734->736 738 gini = 0.0 samples = 18 value = [18, 0] class = default 737->738 739 gini = 0.0 samples = 1 value = [0, 1] class = no default 737->739 742 LDA_01 <= 0.05 gini = 0.5 samples = 12 value = [6, 6] class = default 741->742 747 gini = 0.0 samples = 10 value = [0, 10] class = no default 741->747 743 global_sentiment_polarity <= 0.049 gini = 0.375 samples = 8 value = [6, 2] class = default 742->743 746 gini = 0.0 samples = 4 value = [0, 4] class = no default 742->746 744 gini = 0.0 samples = 2 value = [0, 2] class = no default 743->744 745 gini = 0.0 samples = 6 value = [6, 0] class = default 743->745 749 gini = 0.0 samples = 3 value = [3, 0] class = default 748->749 750 average_token_length <= 4.835 gini = 0.165 samples = 22 value = [2, 20] class = no default 748->750 751 gini = 0.0 samples = 19 value = [0, 19] class = no default 750->751 752 kw_min_min <= 1.5 gini = 0.444 samples = 3 value = [2, 1] class = default 750->752 753 gini = 0.0 samples = 1 value = [0, 1] class = no default 752->753 754 gini = 0.0 samples = 2 value = [2, 0] class = default 752->754 756 num_self_hrefs <= 6.5 gini = 0.491 samples = 69 value = [39, 30] class = default 755->756 781 gini = 0.0 samples = 24 value = [24, 0] class = default 755->781 757 global_rate_positive_words <= 0.033 gini = 0.499 samples = 58 value = [28, 30] class = no default 756->757 780 gini = 0.0 samples = 11 value = [11, 0] class = default 756->780 758 kw_max_min <= 366.0 gini = 0.291 samples = 17 value = [3, 14] class = no default 757->758 763 global_sentiment_polarity <= 0.215 gini = 0.476 samples = 41 value = [25, 16] class = default 757->763 759 gini = 0.0 samples = 2 value = [2, 0] class = default 758->759 760 LDA_01 <= 0.478 gini = 0.124 samples = 15 value = [1, 14] class = no default 758->760 761 gini = 0.0 samples = 14 value = [0, 14] class = no default 760->761 762 gini = 0.0 samples = 1 value = [1, 0] class = default 760->762 764 kw_avg_avg <= 2111.052 gini = 0.404 samples = 32 value = [23, 9] class = default 763->764 777 n_tokens_content <= 326.5 gini = 0.346 samples = 9 value = [2, 7] class = no default 763->777 765 kw_avg_avg <= 1956.297 gini = 0.444 samples = 9 value = [3, 6] class = no default 764->765 770 kw_max_min <= 434.5 gini = 0.227 samples = 23 value = [20, 3] class = default 764->770 766 num_videos <= 1.0 gini = 0.375 samples = 4 value = [3, 1] class = default 765->766 769 gini = 0.0 samples = 5 value = [0, 5] class = no default 765->769 767 gini = 0.0 samples = 3 value = [3, 0] class = default 766->767 768 gini = 0.0 samples = 1 value = [0, 1] class = no default 766->768 771 gini = 0.0 samples = 1 value = [0, 1] class = no default 770->771 772 kw_max_min <= 2250.0 gini = 0.165 samples = 22 value = [20, 2] class = default 770->772 773 LDA_01 <= 0.02 gini = 0.091 samples = 21 value = [20, 1] class = default 772->773 776 gini = 0.0 samples = 1 value = [0, 1] class = no default 772->776 774 gini = 0.0 samples = 1 value = [0, 1] class = no default 773->774 775 gini = 0.0 samples = 20 value = [20, 0] class = default 773->775 778 gini = 0.0 samples = 7 value = [0, 7] class = no default 777->778 779 gini = 0.0 samples = 2 value = [2, 0] class = default 777->779 783 kw_min_avg <= 1974.0 gini = 0.162 samples = 45 value = [41, 4] class = default 782->783 794 num_self_hrefs <= 1.5 gini = 0.49 samples = 7 value = [3, 4] class = no default 782->794 784 LDA_00 <= 0.02 gini = 0.091 samples = 42 value = [40, 2] class = default 783->784 791 LDA_03 <= 0.033 gini = 0.444 samples = 3 value = [1, 2] class = no default 783->791 785 gini = 0.0 samples = 1 value = [0, 1] class = no default 784->785 786 average_token_length <= 4.809 gini = 0.048 samples = 41 value = [40, 1] class = default 784->786 787 gini = 0.0 samples = 39 value = [39, 0] class = default 786->787 788 kw_max_avg <= 3508.701 gini = 0.5 samples = 2 value = [1, 1] class = default 786->788 789 gini = 0.0 samples = 1 value = [0, 1] class = no default 788->789 790 gini = 0.0 samples = 1 value = [1, 0] class = default 788->790 792 gini = 0.0 samples = 2 value = [0, 2] class = no default 791->792 793 gini = 0.0 samples = 1 value = [1, 0] class = default 791->793 795 n_non_stop_unique_tokens <= 0.778 gini = 0.375 samples = 4 value = [3, 1] class = default 794->795 798 gini = 0.0 samples = 3 value = [0, 3] class = no default 794->798 796 gini = 0.0 samples = 3 value = [3, 0] class = default 795->796 797 gini = 0.0 samples = 1 value = [0, 1] class = no default 795->797 800 gini = 0.0 samples = 3 value = [0, 3] class = no default 799->800 801 kw_avg_min <= 538.135 gini = 0.3 samples = 125 value = [102, 23] class = default 799->801 802 num_hrefs <= 3.5 gini = 0.267 samples = 120 value = [101, 19] class = default 801->802 833 self_reference_max_shares <= 1900.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 801->833 803 LDA_04 <= 0.481 gini = 0.411 samples = 38 value = [27, 11] class = default 802->803 816 rate_negative_words <= 0.437 gini = 0.176 samples = 82 value = [74, 8] class = default 802->816 804 gini = 0.0 samples = 4 value = [0, 4] class = no default 803->804 805 global_rate_positive_words <= 0.062 gini = 0.327 samples = 34 value = [27, 7] class = default 803->805 806 kw_max_avg <= 3371.872 gini = 0.231 samples = 30 value = [26, 4] class = default 805->806 813 kw_max_min <= 766.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 805->813 807 gini = 0.0 samples = 21 value = [21, 0] class = default 806->807 808 global_rate_negative_words <= 0.008 gini = 0.494 samples = 9 value = [5, 4] class = default 806->808 809 self_reference_min_shares <= 908.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 808->809 812 gini = 0.0 samples = 4 value = [4, 0] class = default 808->812 810 gini = 0.0 samples = 4 value = [0, 4] class = no default 809->810 811 gini = 0.0 samples = 1 value = [1, 0] class = default 809->811 814 gini = 0.0 samples = 3 value = [0, 3] class = no default 813->814 815 gini = 0.0 samples = 1 value = [1, 0] class = default 813->815 817 global_rate_positive_words <= 0.022 gini = 0.139 samples = 80 value = [74, 6] class = default 816->817 832 gini = 0.0 samples = 2 value = [0, 2] class = no default 816->832 818 gini = 0.0 samples = 1 value = [0, 1] class = no default 817->818 819 num_hrefs <= 20.5 gini = 0.119 samples = 79 value = [74, 5] class = default 817->819 820 title_sentiment_polarity <= 0.31 gini = 0.097 samples = 78 value = [74, 4] class = default 819->820 831 gini = 0.0 samples = 1 value = [0, 1] class = no default 819->831 821 self_reference_min_shares <= 1750.0 gini = 0.03 samples = 65 value = [64, 1] class = default 820->821 826 n_tokens_content <= 476.5 gini = 0.355 samples = 13 value = [10, 3] class = default 820->826 822 gini = 0.0 samples = 62 value = [62, 0] class = default 821->822 823 global_rate_negative_words <= 0.006 gini = 0.444 samples = 3 value = [2, 1] class = default 821->823 824 gini = 0.0 samples = 1 value = [0, 1] class = no default 823->824 825 gini = 0.0 samples = 2 value = [2, 0] class = default 823->825 827 gini = 0.0 samples = 7 value = [7, 0] class = default 826->827 828 rate_negative_words <= 0.241 gini = 0.5 samples = 6 value = [3, 3] class = default 826->828 829 gini = 0.0 samples = 3 value = [0, 3] class = no default 828->829 830 gini = 0.0 samples = 3 value = [3, 0] class = default 828->830 834 gini = 0.0 samples = 4 value = [0, 4] class = no default 833->834 835 gini = 0.0 samples = 1 value = [1, 0] class = default 833->835 837 global_rate_positive_words <= 0.039 gini = 0.495 samples = 42 value = [23, 19] class = default 836->837 850 kw_avg_min <= 61.042 gini = 0.231 samples = 15 value = [2, 13] class = no default 836->850 838 LDA_03 <= 0.02 gini = 0.153 samples = 12 value = [11, 1] class = default 837->838 841 LDA_03 <= 0.025 gini = 0.48 samples = 30 value = [12, 18] class = no default 837->841 839 gini = 0.0 samples = 1 value = [0, 1] class = no default 838->839 840 gini = 0.0 samples = 11 value = [11, 0] class = default 838->840 842 LDA_01 <= 0.022 gini = 0.444 samples = 18 value = [12, 6] class = default 841->842 849 gini = 0.0 samples = 12 value = [0, 12] class = no default 841->849 843 average_token_length <= 4.318 gini = 0.408 samples = 7 value = [2, 5] class = no default 842->843 846 timedelta <= 595.5 gini = 0.165 samples = 11 value = [10, 1] class = default 842->846 844 gini = 0.0 samples = 2 value = [2, 0] class = default 843->844 845 gini = 0.0 samples = 5 value = [0, 5] class = no default 843->845 847 gini = 0.0 samples = 10 value = [10, 0] class = default 846->847 848 gini = 0.0 samples = 1 value = [0, 1] class = no default 846->848 851 gini = 0.0 samples = 1 value = [1, 0] class = default 850->851 852 kw_max_avg <= 3264.376 gini = 0.133 samples = 14 value = [1, 13] class = no default 850->852 853 gini = 0.0 samples = 1 value = [1, 0] class = default 852->853 854 gini = 0.0 samples = 13 value = [0, 13] class = no default 852->854 856 LDA_04 <= 0.45 gini = 0.238 samples = 29 value = [4, 25] class = no default 855->856 863 LDA_01 <= 0.033 gini = 0.487 samples = 31 value = [18, 13] class = default 855->863 857 n_non_stop_unique_tokens <= 0.66 gini = 0.49 samples = 7 value = [3, 4] class = no default 856->857 860 global_sentiment_polarity <= 0.197 gini = 0.087 samples = 22 value = [1, 21] class = no default 856->860 858 gini = 0.0 samples = 3 value = [3, 0] class = default 857->858 859 gini = 0.0 samples = 4 value = [0, 4] class = no default 857->859 861 gini = 0.0 samples = 21 value = [0, 21] class = no default 860->861 862 gini = 0.0 samples = 1 value = [1, 0] class = default 860->862 864 timedelta <= 489.5 gini = 0.444 samples = 15 value = [5, 10] class = no default 863->864 869 title_subjectivity <= 0.743 gini = 0.305 samples = 16 value = [13, 3] class = default 863->869 865 kw_min_max <= 3050.0 gini = 0.408 samples = 7 value = [5, 2] class = default 864->865 868 gini = 0.0 samples = 8 value = [0, 8] class = no default 864->868 866 gini = 0.0 samples = 5 value = [5, 0] class = default 865->866 867 gini = 0.0 samples = 2 value = [0, 2] class = no default 865->867 870 timedelta <= 595.0 gini = 0.133 samples = 14 value = [13, 1] class = default 869->870 873 gini = 0.0 samples = 2 value = [0, 2] class = no default 869->873 871 gini = 0.0 samples = 13 value = [13, 0] class = default 870->871 872 gini = 0.0 samples = 1 value = [0, 1] class = no default 870->872 875 LDA_01 <= 0.608 gini = 0.446 samples = 1532 value = [1018, 514] class = default 874->875 1370 n_non_stop_unique_tokens <= 0.692 gini = 0.485 samples = 92 value = [38, 54] class = no default 874->1370 876 n_unique_tokens <= 0.389 gini = 0.457 samples = 1350 value = [873, 477] class = default 875->876 1317 kw_max_min <= 401.5 gini = 0.324 samples = 182 value = [145, 37] class = default 875->1317 877 LDA_03 <= 0.229 gini = 0.498 samples = 108 value = [51, 57] class = no default 876->877 918 LDA_02 <= 0.603 gini = 0.448 samples = 1242 value = [822, 420] class = default 876->918 878 kw_avg_avg <= 2732.897 gini = 0.483 samples = 91 value = [37, 54] class = no default 877->878 915 kw_max_avg <= 6018.36 gini = 0.291 samples = 17 value = [14, 3] class = default 877->915 879 data_channel_is_lifestyle <= 0.5 gini = 0.447 samples = 77 value = [26, 51] class = no default 878->879 910 title_sentiment_polarity <= 0.05 gini = 0.337 samples = 14 value = [11, 3] class = default 878->910 880 num_videos <= 2.5 gini = 0.421 samples = 73 value = [22, 51] class = no default 879->880 909 gini = 0.0 samples = 4 value = [4, 0] class = default 879->909 881 max_positive_polarity <= 0.85 gini = 0.396 samples = 70 value = [19, 51] class = no default 880->881 908 gini = 0.0 samples = 3 value = [3, 0] class = default 880->908 882 num_hrefs <= 7.5 gini = 0.465 samples = 49 value = [18, 31] class = no default 881->882 903 title_subjectivity <= 0.825 gini = 0.091 samples = 21 value = [1, 20] class = no default 881->903 883 kw_avg_max <= 161907.195 gini = 0.368 samples = 37 value = [9, 28] class = no default 882->883 898 n_unique_tokens <= 0.35 gini = 0.375 samples = 12 value = [9, 3] class = default 882->898 884 kw_avg_max <= 139763.336 gini = 0.48 samples = 10 value = [6, 4] class = default 883->884 891 kw_avg_avg <= 2716.646 gini = 0.198 samples = 27 value = [3, 24] class = no default 883->891 885 kw_max_avg <= 5071.797 gini = 0.444 samples = 6 value = [2, 4] class = no default 884->885 890 gini = 0.0 samples = 4 value = [4, 0] class = default 884->890 886 gini = 0.0 samples = 3 value = [0, 3] class = no default 885->886 887 kw_avg_avg <= 2473.73 gini = 0.444 samples = 3 value = [2, 1] class = default 885->887 888 gini = 0.0 samples = 2 value = [2, 0] class = default 887->888 889 gini = 0.0 samples = 1 value = [0, 1] class = no default 887->889 892 num_imgs <= 1.0 gini = 0.142 samples = 26 value = [2, 24] class = no default 891->892 897 gini = 0.0 samples = 1 value = [1, 0] class = default 891->897 893 title_subjectivity <= 0.6 gini = 0.444 samples = 6 value = [2, 4] class = no default 892->893 896 gini = 0.0 samples = 20 value = [0, 20] class = no default 892->896 894 gini = 0.0 samples = 4 value = [0, 4] class = no default 893->894 895 gini = 0.0 samples = 2 value = [2, 0] class = default 893->895 899 gini = 0.0 samples = 2 value = [0, 2] class = no default 898->899 900 min_negative_polarity <= -0.45 gini = 0.18 samples = 10 value = [9, 1] class = default 898->900 901 gini = 0.0 samples = 9 value = [9, 0] class = default 900->901 902 gini = 0.0 samples = 1 value = [0, 1] class = no default 900->902 904 gini = 0.0 samples = 19 value = [0, 19] class = no default 903->904 905 global_subjectivity <= 0.485 gini = 0.5 samples = 2 value = [1, 1] class = default 903->905 906 gini = 0.0 samples = 1 value = [1, 0] class = default 905->906 907 gini = 0.0 samples = 1 value = [0, 1] class = no default 905->907 911 gini = 0.0 samples = 10 value = [10, 0] class = default 910->911 912 min_negative_polarity <= -0.15 gini = 0.375 samples = 4 value = [1, 3] class = no default 910->912 913 gini = 0.0 samples = 3 value = [0, 3] class = no default 912->913 914 gini = 0.0 samples = 1 value = [1, 0] class = default 912->914 916 gini = 0.0 samples = 14 value = [14, 0] class = default 915->916 917 gini = 0.0 samples = 3 value = [0, 3] class = no default 915->917 919 num_videos <= 0.5 gini = 0.466 samples = 886 value = [558, 328] class = default 918->919 1216 LDA_04 <= 0.076 gini = 0.383 samples = 356 value = [264, 92] class = default 918->1216 920 n_unique_tokens <= 0.699 gini = 0.443 samples = 643 value = [430, 213] class = default 919->920 1137 LDA_00 <= 0.534 gini = 0.499 samples = 243 value = [128, 115] class = default 919->1137 921 min_positive_polarity <= 0.042 gini = 0.457 samples = 598 value = [387, 211] class = default 920->921 1130 LDA_01 <= 0.02 gini = 0.085 samples = 45 value = [43, 2] class = default 920->1130 922 rate_negative_words <= 0.068 gini = 0.498 samples = 133 value = [71, 62] class = default 921->922 965 global_rate_negative_words <= 0.031 gini = 0.436 samples = 465 value = [316, 149] class = default 921->965 923 LDA_04 <= 0.458 gini = 0.188 samples = 19 value = [17, 2] class = default 922->923 926 timedelta <= 509.5 gini = 0.499 samples = 114 value = [54, 60] class = no default 922->926 924 gini = 0.0 samples = 17 value = [17, 0] class = default 923->924 925 gini = 0.0 samples = 2 value = [0, 2] class = no default 923->925 927 avg_negative_polarity <= -0.209 gini = 0.473 samples = 86 value = [33, 53] class = no default 926->927 958 average_token_length <= 4.475 gini = 0.375 samples = 28 value = [21, 7] class = default 926->958 928 global_rate_negative_words <= 0.013 gini = 0.5 samples = 58 value = [29, 29] class = default 927->928 949 global_subjectivity <= 0.359 gini = 0.245 samples = 28 value = [4, 24] class = no default 927->949 929 LDA_02 <= 0.025 gini = 0.413 samples = 24 value = [7, 17] class = no default 928->929 938 LDA_01 <= 0.02 gini = 0.457 samples = 34 value = [22, 12] class = default 928->938 930 LDA_01 <= 0.02 gini = 0.444 samples = 9 value = [6, 3] class = default 929->930 935 kw_avg_min <= 32.1 gini = 0.124 samples = 15 value = [1, 14] class = no default 929->935 931 average_token_length <= 4.909 gini = 0.375 samples = 4 value = [1, 3] class = no default 930->931 934 gini = 0.0 samples = 5 value = [5, 0] class = default 930->934 932 gini = 0.0 samples = 3 value = [0, 3] class = no default 931->932 933 gini = 0.0 samples = 1 value = [1, 0] class = default 931->933 936 gini = 0.0 samples = 1 value = [1, 0] class = default 935->936 937 gini = 0.0 samples = 14 value = [0, 14] class = no default 935->937 939 gini = 0.0 samples = 4 value = [0, 4] class = no default 938->939 940 kw_avg_max <= 356408.328 gini = 0.391 samples = 30 value = [22, 8] class = default 938->940 941 global_subjectivity <= 0.509 gini = 0.302 samples = 27 value = [22, 5] class = default 940->941 948 gini = 0.0 samples = 3 value = [0, 3] class = no default 940->948 942 LDA_03 <= 0.02 gini = 0.087 samples = 22 value = [21, 1] class = default 941->942 945 rate_positive_words <= 0.642 gini = 0.32 samples = 5 value = [1, 4] class = no default 941->945 943 gini = 0.0 samples = 1 value = [0, 1] class = no default 942->943 944 gini = 0.0 samples = 21 value = [21, 0] class = default 942->944 946 gini = 0.0 samples = 1 value = [1, 0] class = default 945->946 947 gini = 0.0 samples = 4 value = [0, 4] class = no default 945->947 950 gini = 0.0 samples = 2 value = [2, 0] class = default 949->950 951 average_token_length <= 5.272 gini = 0.142 samples = 26 value = [2, 24] class = no default 949->951 952 average_token_length <= 4.381 gini = 0.077 samples = 25 value = [1, 24] class = no default 951->952 957 gini = 0.0 samples = 1 value = [1, 0] class = default 951->957 953 global_sentiment_polarity <= 0.214 gini = 0.5 samples = 2 value = [1, 1] class = default 952->953 956 gini = 0.0 samples = 23 value = [0, 23] class = no default 952->956 954 gini = 0.0 samples = 1 value = [1, 0] class = default 953->954 955 gini = 0.0 samples = 1 value = [0, 1] class = no default 953->955 959 gini = 0.0 samples = 4 value = [0, 4] class = no default 958->959 960 max_negative_polarity <= -0.113 gini = 0.219 samples = 24 value = [21, 3] class = default 958->960 961 kw_avg_avg <= 2449.736 gini = 0.5 samples = 6 value = [3, 3] class = default 960->961 964 gini = 0.0 samples = 18 value = [18, 0] class = default 960->964 962 gini = 0.0 samples = 3 value = [3, 0] class = default 961->962 963 gini = 0.0 samples = 3 value = [0, 3] class = no default 961->963 966 abs_title_subjectivity <= 0.096 gini = 0.421 samples = 435 value = [304, 131] class = default 965->966 1117 kw_max_min <= 392.0 gini = 0.48 samples = 30 value = [12, 18] class = no default 965->1117 967 kw_max_avg <= 3774.253 gini = 0.208 samples = 51 value = [45, 6] class = default 966->967 984 abs_title_subjectivity <= 0.151 gini = 0.439 samples = 384 value = [259, 125] class = default 966->984 968 gini = 0.0 samples = 1 value = [0, 1] class = no default 967->968 969 timedelta <= 12.5 gini = 0.18 samples = 50 value = [45, 5] class = default 967->969 970 gini = 0.0 samples = 1 value = [0, 1] class = no default 969->970 971 kw_avg_avg <= 2789.408 gini = 0.15 samples = 49 value = [45, 4] class = default 969->971 972 kw_max_avg <= 7644.364 gini = 0.085 samples = 45 value = [43, 2] class = default 971->972 981 LDA_02 <= 0.125 gini = 0.5 samples = 4 value = [2, 2] class = default 971->981 973 rate_negative_words <= 0.444 gini = 0.045 samples = 43 value = [42, 1] class = default 972->973 978 LDA_02 <= 0.023 gini = 0.5 samples = 2 value = [1, 1] class = default 972->978 974 gini = 0.0 samples = 40 value = [40, 0] class = default 973->974 975 timedelta <= 279.5 gini = 0.444 samples = 3 value = [2, 1] class = default 973->975 976 gini = 0.0 samples = 1 value = [0, 1] class = no default 975->976 977 gini = 0.0 samples = 2 value = [2, 0] class = default 975->977 979 gini = 0.0 samples = 1 value = [1, 0] class = default 978->979 980 gini = 0.0 samples = 1 value = [0, 1] class = no default 978->980 982 gini = 0.0 samples = 2 value = [2, 0] class = default 981->982 983 gini = 0.0 samples = 2 value = [0, 2] class = no default 981->983 985 global_subjectivity <= 0.421 gini = 0.498 samples = 36 value = [17, 19] class = no default 984->985 998 self_reference_min_shares <= 998.5 gini = 0.424 samples = 348 value = [242, 106] class = default 984->998 986 num_self_hrefs <= 5.5 gini = 0.18 samples = 10 value = [9, 1] class = default 985->986 989 abs_title_sentiment_polarity <= 0.375 gini = 0.426 samples = 26 value = [8, 18] class = no default 985->989 987 gini = 0.0 samples = 9 value = [9, 0] class = default 986->987 988 gini = 0.0 samples = 1 value = [0, 1] class = no default 986->988 990 global_rate_negative_words <= 0.002 gini = 0.255 samples = 20 value = [3, 17] class = no default 989->990 995 LDA_04 <= 0.022 gini = 0.278 samples = 6 value = [5, 1] class = default 989->995 991 gini = 0.0 samples = 2 value = [2, 0] class = default 990->991 992 title_sentiment_polarity <= -0.225 gini = 0.105 samples = 18 value = [1, 17] class = no default 990->992 993 gini = 0.0 samples = 1 value = [1, 0] class = default 992->993 994 gini = 0.0 samples = 17 value = [0, 17] class = no default 992->994 996 gini = 0.0 samples = 1 value = [0, 1] class = no default 995->996 997 gini = 0.0 samples = 5 value = [5, 0] class = default 995->997 999 kw_min_avg <= 1727.67 gini = 0.384 samples = 255 value = [189, 66] class = default 998->999 1084 kw_avg_avg <= 2677.815 gini = 0.49 samples = 93 value = [53, 40] class = default 998->1084 1000 kw_avg_max <= 125050.0 gini = 0.369 samples = 250 value = [189, 61] class = default 999->1000 1083 gini = 0.0 samples = 5 value = [0, 5] class = no default 999->1083 1001 avg_negative_polarity <= -0.222 gini = 0.498 samples = 32 value = [17, 15] class = default 1000->1001 1012 kw_avg_min <= 81.125 gini = 0.333 samples = 218 value = [172, 46] class = default 1000->1012 1002 self_reference_max_shares <= 1850.0 gini = 0.36 samples = 17 value = [13, 4] class = default 1001->1002 1007 avg_negative_polarity <= -0.129 gini = 0.391 samples = 15 value = [4, 11] class = no default 1001->1007 1003 global_sentiment_polarity <= 0.014 gini = 0.133 samples = 14 value = [13, 1] class = default 1002->1003 1006 gini = 0.0 samples = 3 value = [0, 3] class = no default 1002->1006 1004 gini = 0.0 samples = 1 value = [0, 1] class = no default 1003->1004 1005 gini = 0.0 samples = 13 value = [13, 0] class = default 1003->1005 1008 global_subjectivity <= 0.574 gini = 0.153 samples = 12 value = [1, 11] class = no default 1007->1008 1011 gini = 0.0 samples = 3 value = [3, 0] class = default 1007->1011 1009 gini = 0.0 samples = 11 value = [0, 11] class = no default 1008->1009 1010 gini = 0.0 samples = 1 value = [1, 0] class = default 1008->1010 1013 n_non_stop_unique_tokens <= 0.748 gini = 0.5 samples = 16 value = [8, 8] class = default 1012->1013 1020 kw_max_avg <= 9762.419 gini = 0.305 samples = 202 value = [164, 38] class = default 1012->1020 1014 timedelta <= 45.0 gini = 0.397 samples = 11 value = [3, 8] class = no default 1013->1014 1019 gini = 0.0 samples = 5 value = [5, 0] class = default 1013->1019 1015 gini = 0.0 samples = 2 value = [2, 0] class = default 1014->1015 1016 global_subjectivity <= 0.31 gini = 0.198 samples = 9 value = [1, 8] class = no default 1014->1016 1017 gini = 0.0 samples = 1 value = [1, 0] class = default 1016->1017 1018 gini = 0.0 samples = 8 value = [0, 8] class = no default 1016->1018 1021 global_subjectivity <= 0.44 gini = 0.295 samples = 200 value = [164, 36] class = default 1020->1021 1082 gini = 0.0 samples = 2 value = [0, 2] class = no default 1020->1082 1022 kw_max_avg <= 3954.973 gini = 0.172 samples = 95 value = [86, 9] class = default 1021->1022 1039 min_positive_polarity <= 0.18 gini = 0.382 samples = 105 value = [78, 27] class = default 1021->1039 1023 n_tokens_title <= 11.5 gini = 0.43 samples = 16 value = [11, 5] class = default 1022->1023 1028 LDA_02 <= 0.531 gini = 0.096 samples = 79 value = [75, 4] class = default 1022->1028 1024 avg_positive_polarity <= 0.434 gini = 0.153 samples = 12 value = [11, 1] class = default 1023->1024 1027 gini = 0.0 samples = 4 value = [0, 4] class = no default 1023->1027 1025 gini = 0.0 samples = 11 value = [11, 0] class = default 1024->1025 1026 gini = 0.0 samples = 1 value = [0, 1] class = no default 1024->1026 1029 kw_avg_avg <= 2772.684 gini = 0.074 samples = 78 value = [75, 3] class = default 1028->1029 1038 gini = 0.0 samples = 1 value = [0, 1] class = no default 1028->1038 1030 global_sentiment_polarity <= 0.275 gini = 0.027 samples = 73 value = [72, 1] class = default 1029->1030 1035 LDA_02 <= 0.084 gini = 0.48 samples = 5 value = [3, 2] class = default 1029->1035 1031 gini = 0.0 samples = 70 value = [70, 0] class = default 1030->1031 1032 LDA_02 <= 0.152 gini = 0.444 samples = 3 value = [2, 1] class = default 1030->1032 1033 gini = 0.0 samples = 2 value = [2, 0] class = default 1032->1033 1034 gini = 0.0 samples = 1 value = [0, 1] class = no default 1032->1034 1036 gini = 0.0 samples = 2 value = [0, 2] class = no default 1035->1036 1037 gini = 0.0 samples = 3 value = [3, 0] class = default 1035->1037 1040 kw_max_avg <= 5562.605 gini = 0.354 samples = 100 value = [77, 23] class = default 1039->1040 1079 kw_min_avg <= 284.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 1039->1079 1041 LDA_00 <= 0.867 gini = 0.298 samples = 88 value = [72, 16] class = default 1040->1041 1074 avg_positive_polarity <= 0.42 gini = 0.486 samples = 12 value = [5, 7] class = no default 1040->1074 1042 n_tokens_title <= 13.5 gini = 0.25 samples = 82 value = [70, 12] class = default 1041->1042 1071 global_sentiment_polarity <= 0.151 gini = 0.444 samples = 6 value = [2, 4] class = no default 1041->1071 1043 n_unique_tokens <= 0.401 gini = 0.209 samples = 76 value = [67, 9] class = default 1042->1043 1068 kw_max_min <= 569.5 gini = 0.5 samples = 6 value = [3, 3] class = default 1042->1068 1044 gini = 0.0 samples = 1 value = [0, 1] class = no default 1043->1044 1045 kw_max_avg <= 3748.467 gini = 0.191 samples = 75 value = [67, 8] class = default 1043->1045 1046 gini = 0.0 samples = 1 value = [0, 1] class = no default 1045->1046 1047 num_imgs <= 24.5 gini = 0.171 samples = 74 value = [67, 7] class = default 1045->1047 1048 kw_avg_min <= 89.862 gini = 0.151 samples = 73 value = [67, 6] class = default 1047->1048 1067 gini = 0.0 samples = 1 value = [0, 1] class = no default 1047->1067 1049 gini = 0.0 samples = 1 value = [0, 1] class = no default 1048->1049 1050 average_token_length <= 5.152 gini = 0.129 samples = 72 value = [67, 5] class = default 1048->1050 1051 max_negative_polarity <= -0.017 gini = 0.084 samples = 68 value = [65, 3] class = default 1050->1051 1064 max_positive_polarity <= 0.95 gini = 0.5 samples = 4 value = [2, 2] class = default 1050->1064 1052 avg_positive_polarity <= 0.474 gini = 0.059 samples = 66 value = [64, 2] class = default 1051->1052 1061 weekday_is_wednesday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 1051->1061 1053 kw_max_avg <= 3812.442 gini = 0.031 samples = 64 value = [63, 1] class = default 1052->1053 1058 n_tokens_title <= 9.5 gini = 0.5 samples = 2 value = [1, 1] class = default 1052->1058 1054 avg_negative_polarity <= -0.323 gini = 0.444 samples = 3 value = [2, 1] class = default 1053->1054 1057 gini = 0.0 samples = 61 value = [61, 0] class = default 1053->1057 1055 gini = 0.0 samples = 2 value = [2, 0] class = default 1054->1055 1056 gini = 0.0 samples = 1 value = [0, 1] class = no default 1054->1056 1059 gini = 0.0 samples = 1 value = [0, 1] class = no default 1058->1059 1060 gini = 0.0 samples = 1 value = [1, 0] class = default 1058->1060 1062 gini = 0.0 samples = 1 value = [0, 1] class = no default 1061->1062 1063 gini = 0.0 samples = 1 value = [1, 0] class = default 1061->1063 1065 gini = 0.0 samples = 2 value = [0, 2] class = no default 1064->1065 1066 gini = 0.0 samples = 2 value = [2, 0] class = default 1064->1066 1069 gini = 0.0 samples = 3 value = [3, 0] class = default 1068->1069 1070 gini = 0.0 samples = 3 value = [0, 3] class = no default 1068->1070 1072 gini = 0.0 samples = 2 value = [2, 0] class = default 1071->1072 1073 gini = 0.0 samples = 4 value = [0, 4] class = no default 1071->1073 1075 LDA_00 <= 0.534 gini = 0.346 samples = 9 value = [2, 7] class = no default 1074->1075 1078 gini = 0.0 samples = 3 value = [3, 0] class = default 1074->1078 1076 gini = 0.0 samples = 7 value = [0, 7] class = no default 1075->1076 1077 gini = 0.0 samples = 2 value = [2, 0] class = default 1075->1077 1080 gini = 0.0 samples = 4 value = [0, 4] class = no default 1079->1080 1081 gini = 0.0 samples = 1 value = [1, 0] class = default 1079->1081 1085 LDA_01 <= 0.022 gini = 0.499 samples = 67 value = [32, 35] class = no default 1084->1085 1110 self_reference_min_shares <= 1150.0 gini = 0.311 samples = 26 value = [21, 5] class = default 1084->1110 1086 global_subjectivity <= 0.492 gini = 0.305 samples = 16 value = [3, 13] class = no default 1085->1086 1091 num_hrefs <= 11.0 gini = 0.491 samples = 51 value = [29, 22] class = default 1085->1091 1087 gini = 0.0 samples = 12 value = [0, 12] class = no default 1086->1087 1088 max_negative_polarity <= -0.088 gini = 0.375 samples = 4 value = [3, 1] class = default 1086->1088 1089 gini = 0.0 samples = 1 value = [0, 1] class = no default 1088->1089 1090 gini = 0.0 samples = 3 value = [3, 0] class = default 1088->1090 1092 LDA_01 <= 0.411 gini = 0.466 samples = 46 value = [29, 17] class = default 1091->1092 1109 gini = 0.0 samples = 5 value = [0, 5] class = no default 1091->1109 1093 LDA_01 <= 0.151 gini = 0.427 samples = 42 value = [29, 13] class = default 1092->1093 1108 gini = 0.0 samples = 4 value = [0, 4] class = no default 1092->1108 1094 avg_positive_polarity <= 0.271 gini = 0.487 samples = 31 value = [18, 13] class = default 1093->1094 1107 gini = 0.0 samples = 11 value = [11, 0] class = default 1093->1107 1095 gini = 0.0 samples = 4 value = [0, 4] class = no default 1094->1095 1096 num_imgs <= 0.5 gini = 0.444 samples = 27 value = [18, 9] class = default 1094->1096 1097 num_keywords <= 5.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 1096->1097 1100 min_negative_polarity <= -0.707 gini = 0.351 samples = 22 value = [17, 5] class = default 1096->1100 1098 gini = 0.0 samples = 1 value = [1, 0] class = default 1097->1098 1099 gini = 0.0 samples = 4 value = [0, 4] class = no default 1097->1099 1101 title_subjectivity <= 0.114 gini = 0.469 samples = 8 value = [3, 5] class = no default 1100->1101 1106 gini = 0.0 samples = 14 value = [14, 0] class = default 1100->1106 1102 gini = 0.0 samples = 4 value = [0, 4] class = no default 1101->1102 1103 max_positive_polarity <= 0.95 gini = 0.375 samples = 4 value = [3, 1] class = default 1101->1103 1104 gini = 0.0 samples = 3 value = [3, 0] class = default 1103->1104 1105 gini = 0.0 samples = 1 value = [0, 1] class = no default 1103->1105 1111 n_tokens_content <= 362.0 gini = 0.494 samples = 9 value = [4, 5] class = no default 1110->1111 1116 gini = 0.0 samples = 17 value = [17, 0] class = default 1110->1116 1112 average_token_length <= 4.842 gini = 0.32 samples = 5 value = [4, 1] class = default 1111->1112 1115 gini = 0.0 samples = 4 value = [0, 4] class = no default 1111->1115 1113 gini = 0.0 samples = 4 value = [4, 0] class = default 1112->1113 1114 gini = 0.0 samples = 1 value = [0, 1] class = no default 1112->1114 1118 gini = 0.0 samples = 5 value = [5, 0] class = default 1117->1118 1119 n_tokens_content <= 857.5 gini = 0.403 samples = 25 value = [7, 18] class = no default 1117->1119 1120 abs_title_sentiment_polarity <= 0.525 gini = 0.255 samples = 20 value = [3, 17] class = no default 1119->1120 1127 n_unique_tokens <= 0.464 gini = 0.32 samples = 5 value = [4, 1] class = default 1119->1127 1121 LDA_04 <= 0.802 gini = 0.111 samples = 17 value = [1, 16] class = no default 1120->1121 1124 n_tokens_content <= 287.0 gini = 0.444 samples = 3 value = [2, 1] class = default 1120->1124 1122 gini = 0.0 samples = 16 value = [0, 16] class = no default 1121->1122 1123 gini = 0.0 samples = 1 value = [1, 0] class = default 1121->1123 1125 gini = 0.0 samples = 2 value = [2, 0] class = default 1124->1125 1126 gini = 0.0 samples = 1 value = [0, 1] class = no default 1124->1126 1128 gini = 0.0 samples = 4 value = [4, 0] class = default 1127->1128 1129 gini = 0.0 samples = 1 value = [0, 1] class = no default 1127->1129 1131 gini = 0.0 samples = 1 value = [0, 1] class = no default 1130->1131 1132 kw_avg_avg <= 2107.684 gini = 0.044 samples = 44 value = [43, 1] class = default 1130->1132 1133 LDA_00 <= 0.416 gini = 0.5 samples = 2 value = [1, 1] class = default 1132->1133 1136 gini = 0.0 samples = 42 value = [42, 0] class = default 1132->1136 1134 gini = 0.0 samples = 1 value = [0, 1] class = no default 1133->1134 1135 gini = 0.0 samples = 1 value = [1, 0] class = default 1133->1135 1138 self_reference_min_shares <= 910.5 gini = 0.489 samples = 202 value = [116, 86] class = default 1137->1138 1203 LDA_02 <= 0.022 gini = 0.414 samples = 41 value = [12, 29] class = no default 1137->1203 1139 LDA_04 <= 0.034 gini = 0.452 samples = 119 value = [78, 41] class = default 1138->1139 1176 kw_avg_max <= 292430.0 gini = 0.496 samples = 83 value = [38, 45] class = no default 1138->1176 1140 kw_avg_min <= 441.417 gini = 0.254 samples = 47 value = [40, 7] class = default 1139->1140 1151 avg_negative_polarity <= -0.317 gini = 0.498 samples = 72 value = [38, 34] class = default 1139->1151 1141 global_rate_negative_words <= 0.048 gini = 0.133 samples = 42 value = [39, 3] class = default 1140->1141 1148 LDA_04 <= 0.029 gini = 0.32 samples = 5 value = [1, 4] class = no default 1140->1148 1142 kw_max_min <= 1750.0 gini = 0.093 samples = 41 value = [39, 2] class = default 1141->1142 1147 gini = 0.0 samples = 1 value = [0, 1] class = no default 1141->1147 1143 num_hrefs <= 37.0 gini = 0.049 samples = 40 value = [39, 1] class = default 1142->1143 1146 gini = 0.0 samples = 1 value = [0, 1] class = no default 1142->1146 1144 gini = 0.0 samples = 39 value = [39, 0] class = default 1143->1144 1145 gini = 0.0 samples = 1 value = [0, 1] class = no default 1143->1145 1149 gini = 0.0 samples = 4 value = [0, 4] class = no default 1148->1149 1150 gini = 0.0 samples = 1 value = [1, 0] class = default 1148->1150 1152 avg_negative_polarity <= -0.421 gini = 0.266 samples = 19 value = [16, 3] class = default 1151->1152 1157 kw_avg_max <= 145477.781 gini = 0.486 samples = 53 value = [22, 31] class = no default 1151->1157 1153 gini = 0.0 samples = 2 value = [0, 2] class = no default 1152->1153 1154 n_unique_tokens <= 0.422 gini = 0.111 samples = 17 value = [16, 1] class = default 1152->1154 1155 gini = 0.0 samples = 1 value = [0, 1] class = no default 1154->1155 1156 gini = 0.0 samples = 16 value = [16, 0] class = default 1154->1156 1158 avg_positive_polarity <= 0.283 gini = 0.26 samples = 13 value = [11, 2] class = default 1157->1158 1161 max_positive_polarity <= 0.725 gini = 0.399 samples = 40 value = [11, 29] class = no default 1157->1161 1159 gini = 0.0 samples = 2 value = [0, 2] class = no default 1158->1159 1160 gini = 0.0 samples = 11 value = [11, 0] class = default 1158->1160 1162 num_imgs <= 0.5 gini = 0.48 samples = 15 value = [9, 6] class = default 1161->1162 1169 avg_positive_polarity <= 0.322 gini = 0.147 samples = 25 value = [2, 23] class = no default 1161->1169 1163 global_sentiment_polarity <= 0.246 gini = 0.278 samples = 6 value = [1, 5] class = no default 1162->1163 1166 kw_avg_avg <= 2763.16 gini = 0.198 samples = 9 value = [8, 1] class = default 1162->1166 1164 gini = 0.0 samples = 5 value = [0, 5] class = no default 1163->1164 1165 gini = 0.0 samples = 1 value = [1, 0] class = default 1163->1165 1167 gini = 0.0 samples = 8 value = [8, 0] class = default 1166->1167 1168 gini = 0.0 samples = 1 value = [0, 1] class = no default 1166->1168 1170 gini = 0.0 samples = 1 value = [1, 0] class = default 1169->1170 1171 kw_avg_avg <= 2085.401 gini = 0.08 samples = 24 value = [1, 23] class = no default 1169->1171 1172 global_rate_negative_words <= 0.02 gini = 0.5 samples = 2 value = [1, 1] class = default 1171->1172 1175 gini = 0.0 samples = 22 value = [0, 22] class = no default 1171->1175 1173 gini = 0.0 samples = 1 value = [0, 1] class = no default 1172->1173 1174 gini = 0.0 samples = 1 value = [1, 0] class = default 1172->1174 1177 timedelta <= 260.0 gini = 0.489 samples = 61 value = [35, 26] class = default 1176->1177 1198 num_hrefs <= 15.0 gini = 0.236 samples = 22 value = [3, 19] class = no default 1176->1198 1178 num_videos <= 2.5 gini = 0.389 samples = 34 value = [25, 9] class = default 1177->1178 1187 rate_negative_words <= 0.134 gini = 0.466 samples = 27 value = [10, 17] class = no default 1177->1187 1179 weekday_is_thursday <= 0.5 gini = 0.278 samples = 30 value = [25, 5] class = default 1178->1179 1186 gini = 0.0 samples = 4 value = [0, 4] class = no default 1178->1186 1180 rate_negative_words <= 0.781 gini = 0.087 samples = 22 value = [21, 1] class = default 1179->1180 1183 kw_avg_max <= 180628.57 gini = 0.5 samples = 8 value = [4, 4] class = default 1179->1183 1181 gini = 0.0 samples = 21 value = [21, 0] class = default 1180->1181 1182 gini = 0.0 samples = 1 value = [0, 1] class = no default 1180->1182 1184 gini = 0.0 samples = 4 value = [4, 0] class = default 1183->1184 1185 gini = 0.0 samples = 4 value = [0, 4] class = no default 1183->1185 1188 gini = 0.0 samples = 3 value = [3, 0] class = default 1187->1188 1189 kw_avg_min <= 168.45 gini = 0.413 samples = 24 value = [7, 17] class = no default 1187->1189 1190 kw_max_min <= 355.0 gini = 0.444 samples = 6 value = [4, 2] class = default 1189->1190 1193 kw_max_min <= 1650.0 gini = 0.278 samples = 18 value = [3, 15] class = no default 1189->1193 1191 gini = 0.0 samples = 2 value = [0, 2] class = no default 1190->1191 1192 gini = 0.0 samples = 4 value = [4, 0] class = default 1190->1192 1194 n_non_stop_unique_tokens <= 0.576 gini = 0.117 samples = 16 value = [1, 15] class = no default 1193->1194 1197 gini = 0.0 samples = 2 value = [2, 0] class = default 1193->1197 1195 gini = 0.0 samples = 1 value = [1, 0] class = default 1194->1195 1196 gini = 0.0 samples = 15 value = [0, 15] class = no default 1194->1196 1199 average_token_length <= 5.13 gini = 0.095 samples = 20 value = [1, 19] class = no default 1198->1199 1202 gini = 0.0 samples = 2 value = [2, 0] class = default 1198->1202 1200 gini = 0.0 samples = 19 value = [0, 19] class = no default 1199->1200 1201 gini = 0.0 samples = 1 value = [1, 0] class = default 1199->1201 1204 kw_max_avg <= 4074.114 gini = 0.397 samples = 11 value = [8, 3] class = default 1203->1204 1209 LDA_00 <= 0.84 gini = 0.231 samples = 30 value = [4, 26] class = no default 1203->1209 1205 gini = 0.0 samples = 2 value = [0, 2] class = no default 1204->1205 1206 abs_title_subjectivity <= 0.314 gini = 0.198 samples = 9 value = [8, 1] class = default 1204->1206 1207 gini = 0.0 samples = 1 value = [0, 1] class = no default 1206->1207 1208 gini = 0.0 samples = 8 value = [8, 0] class = default 1206->1208 1210 gini = 0.0 samples = 20 value = [0, 20] class = no default 1209->1210 1211 LDA_03 <= 0.034 gini = 0.48 samples = 10 value = [4, 6] class = no default 1209->1211 1212 global_rate_positive_words <= 0.041 gini = 0.245 samples = 7 value = [1, 6] class = no default 1211->1212 1215 gini = 0.0 samples = 3 value = [3, 0] class = default 1211->1215 1213 gini = 0.0 samples = 1 value = [1, 0] class = default 1212->1213 1214 gini = 0.0 samples = 6 value = [0, 6] class = no default 1212->1214 1217 kw_min_max <= 13600.0 gini = 0.331 samples = 253 value = [200, 53] class = default 1216->1217 1284 LDA_02 <= 0.738 gini = 0.471 samples = 103 value = [64, 39] class = default 1216->1284 1218 LDA_01 <= 0.033 gini = 0.317 samples = 248 value = [199, 49] class = default 1217->1218 1281 rate_positive_words <= 0.463 gini = 0.32 samples = 5 value = [1, 4] class = no default 1217->1281 1219 global_rate_positive_words <= 0.034 gini = 0.365 samples = 187 value = [142, 45] class = default 1218->1219 1272 title_sentiment_polarity <= -0.241 gini = 0.123 samples = 61 value = [57, 4] class = default 1218->1272 1220 avg_positive_polarity <= 0.357 gini = 0.464 samples = 90 value = [57, 33] class = default 1219->1220 1251 average_token_length <= 4.311 gini = 0.217 samples = 97 value = [85, 12] class = default 1219->1251 1221 LDA_00 <= 0.128 gini = 0.38 samples = 55 value = [41, 14] class = default 1220->1221 1238 kw_avg_max <= 185662.5 gini = 0.496 samples = 35 value = [16, 19] class = no default 1220->1238 1222 global_rate_negative_words <= 0.019 gini = 0.292 samples = 45 value = [37, 8] class = default 1221->1222 1233 kw_max_avg <= 4372.142 gini = 0.48 samples = 10 value = [4, 6] class = no default 1221->1233 1223 self_reference_min_shares <= 606.5 gini = 0.408 samples = 28 value = [20, 8] class = default 1222->1223 1232 gini = 0.0 samples = 17 value = [17, 0] class = default 1222->1232 1224 gini = 0.0 samples = 11 value = [11, 0] class = default 1223->1224 1225 avg_positive_polarity <= 0.325 gini = 0.498 samples = 17 value = [9, 8] class = default 1223->1225 1226 global_rate_positive_words <= 0.02 gini = 0.397 samples = 11 value = [3, 8] class = no default 1225->1226 1231 gini = 0.0 samples = 6 value = [6, 0] class = default 1225->1231 1227 kw_min_avg <= 1262.115 gini = 0.375 samples = 4 value = [3, 1] class = default 1226->1227 1230 gini = 0.0 samples = 7 value = [0, 7] class = no default 1226->1230 1228 gini = 0.0 samples = 3 value = [3, 0] class = default 1227->1228 1229 gini = 0.0 samples = 1 value = [0, 1] class = no default 1227->1229 1234 gini = 0.0 samples = 5 value = [0, 5] class = no default 1233->1234 1235 kw_max_avg <= 5548.087 gini = 0.32 samples = 5 value = [4, 1] class = default 1233->1235 1236 gini = 0.0 samples = 4 value = [4, 0] class = default 1235->1236 1237 gini = 0.0 samples = 1 value = [0, 1] class = no default 1235->1237 1239 gini = 0.0 samples = 7 value = [0, 7] class = no default 1238->1239 1240 LDA_00 <= 0.029 gini = 0.49 samples = 28 value = [16, 12] class = default 1238->1240 1241 rate_negative_words <= 0.211 gini = 0.32 samples = 15 value = [12, 3] class = default 1240->1241 1246 kw_min_avg <= 1316.625 gini = 0.426 samples = 13 value = [4, 9] class = no default 1240->1246 1242 gini = 0.0 samples = 2 value = [0, 2] class = no default 1241->1242 1243 avg_positive_polarity <= 0.361 gini = 0.142 samples = 13 value = [12, 1] class = default 1241->1243 1244 gini = 0.0 samples = 1 value = [0, 1] class = no default 1243->1244 1245 gini = 0.0 samples = 12 value = [12, 0] class = default 1243->1245 1247 gini = 0.0 samples = 8 value = [0, 8] class = no default 1246->1247 1248 LDA_02 <= 0.723 gini = 0.32 samples = 5 value = [4, 1] class = default 1246->1248 1249 gini = 0.0 samples = 1 value = [0, 1] class = no default 1248->1249 1250 gini = 0.0 samples = 4 value = [4, 0] class = default 1248->1250 1252 gini = 0.0 samples = 2 value = [0, 2] class = no default 1251->1252 1253 self_reference_avg_sharess <= 1133.75 gini = 0.188 samples = 95 value = [85, 10] class = default 1251->1253 1254 kw_avg_max <= 104100.0 gini = 0.078 samples = 74 value = [71, 3] class = default 1253->1254 1265 kw_avg_avg <= 2421.182 gini = 0.444 samples = 21 value = [14, 7] class = default 1253->1265 1255 gini = 0.0 samples = 1 value = [0, 1] class = no default 1254->1255 1256 timedelta <= 56.0 gini = 0.053 samples = 73 value = [71, 2] class = default 1254->1256 1257 kw_avg_avg <= 2725.505 gini = 0.5 samples = 2 value = [1, 1] class = default 1256->1257 1260 LDA_02 <= 0.919 gini = 0.028 samples = 71 value = [70, 1] class = default 1256->1260 1258 gini = 0.0 samples = 1 value = [1, 0] class = default 1257->1258 1259 gini = 0.0 samples = 1 value = [0, 1] class = no default 1257->1259 1261 gini = 0.0 samples = 67 value = [67, 0] class = default 1260->1261 1262 global_subjectivity <= 0.361 gini = 0.375 samples = 4 value = [3, 1] class = default 1260->1262 1263 gini = 0.0 samples = 1 value = [0, 1] class = no default 1262->1263 1264 gini = 0.0 samples = 3 value = [3, 0] class = default 1262->1264 1266 gini = 0.0 samples = 10 value = [10, 0] class = default 1265->1266 1267 avg_positive_polarity <= 0.304 gini = 0.463 samples = 11 value = [4, 7] class = no default 1265->1267 1268 gini = 0.0 samples = 3 value = [3, 0] class = default 1267->1268 1269 n_non_stop_unique_tokens <= 0.749 gini = 0.219 samples = 8 value = [1, 7] class = no default 1267->1269 1270 gini = 0.0 samples = 7 value = [0, 7] class = no default 1269->1270 1271 gini = 0.0 samples = 1 value = [1, 0] class = default 1269->1271 1273 n_tokens_content <= 1124.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 1272->1273 1276 LDA_03 <= 0.02 gini = 0.034 samples = 57 value = [56, 1] class = default 1272->1276 1274 gini = 0.0 samples = 3 value = [0, 3] class = no default 1273->1274 1275 gini = 0.0 samples = 1 value = [1, 0] class = default 1273->1275 1277 LDA_01 <= 0.119 gini = 0.375 samples = 4 value = [3, 1] class = default 1276->1277 1280 gini = 0.0 samples = 53 value = [53, 0] class = default 1276->1280 1278 gini = 0.0 samples = 1 value = [0, 1] class = no default 1277->1278 1279 gini = 0.0 samples = 3 value = [3, 0] class = default 1277->1279 1282 gini = 0.0 samples = 1 value = [1, 0] class = default 1281->1282 1283 gini = 0.0 samples = 4 value = [0, 4] class = no default 1281->1283 1285 average_token_length <= 4.742 gini = 0.413 samples = 72 value = [51, 21] class = default 1284->1285 1306 LDA_03 <= 0.02 gini = 0.487 samples = 31 value = [13, 18] class = no default 1284->1306 1286 global_rate_negative_words <= 0.024 gini = 0.497 samples = 24 value = [11, 13] class = no default 1285->1286 1295 n_tokens_content <= 302.0 gini = 0.278 samples = 48 value = [40, 8] class = default 1285->1295 1287 global_rate_negative_words <= 0.016 gini = 0.401 samples = 18 value = [5, 13] class = no default 1286->1287 1294 gini = 0.0 samples = 6 value = [6, 0] class = default 1286->1294 1288 self_reference_min_shares <= 744.0 gini = 0.408 samples = 7 value = [5, 2] class = default 1287->1288 1293 gini = 0.0 samples = 11 value = [0, 11] class = no default 1287->1293 1289 gini = 0.0 samples = 4 value = [4, 0] class = default 1288->1289 1290 avg_negative_polarity <= -0.228 gini = 0.444 samples = 3 value = [1, 2] class = no default 1288->1290 1291 gini = 0.0 samples = 1 value = [1, 0] class = default 1290->1291 1292 gini = 0.0 samples = 2 value = [0, 2] class = no default 1290->1292 1296 global_rate_negative_words <= 0.011 gini = 0.32 samples = 5 value = [1, 4] class = no default 1295->1296 1299 kw_avg_avg <= 2681.331 gini = 0.169 samples = 43 value = [39, 4] class = default 1295->1299 1297 gini = 0.0 samples = 1 value = [1, 0] class = default 1296->1297 1298 gini = 0.0 samples = 4 value = [0, 4] class = no default 1296->1298 1300 gini = 0.0 samples = 33 value = [33, 0] class = default 1299->1300 1301 avg_negative_polarity <= -0.276 gini = 0.48 samples = 10 value = [6, 4] class = default 1299->1301 1302 gini = 0.0 samples = 5 value = [5, 0] class = default 1301->1302 1303 min_negative_polarity <= -0.283 gini = 0.32 samples = 5 value = [1, 4] class = no default 1301->1303 1304 gini = 0.0 samples = 4 value = [0, 4] class = no default 1303->1304 1305 gini = 0.0 samples = 1 value = [1, 0] class = default 1303->1305 1307 timedelta <= 526.5 gini = 0.26 samples = 13 value = [2, 11] class = no default 1306->1307 1310 n_tokens_title <= 11.5 gini = 0.475 samples = 18 value = [11, 7] class = default 1306->1310 1308 gini = 0.0 samples = 11 value = [0, 11] class = no default 1307->1308 1309 gini = 0.0 samples = 2 value = [2, 0] class = default 1307->1309 1311 kw_avg_min <= 75.893 gini = 0.337 samples = 14 value = [11, 3] class = default 1310->1311 1316 gini = 0.0 samples = 4 value = [0, 4] class = no default 1310->1316 1312 gini = 0.0 samples = 2 value = [0, 2] class = no default 1311->1312 1313 min_negative_polarity <= -0.275 gini = 0.153 samples = 12 value = [11, 1] class = default 1311->1313 1314 gini = 0.0 samples = 11 value = [11, 0] class = default 1313->1314 1315 gini = 0.0 samples = 1 value = [0, 1] class = no default 1313->1315 1318 kw_avg_avg <= 2540.005 gini = 0.497 samples = 26 value = [14, 12] class = default 1317->1318 1329 timedelta <= 183.5 gini = 0.269 samples = 156 value = [131, 25] class = default 1317->1329 1319 global_rate_positive_words <= 0.054 gini = 0.355 samples = 13 value = [10, 3] class = default 1318->1319 1324 title_sentiment_polarity <= -0.125 gini = 0.426 samples = 13 value = [4, 9] class = no default 1318->1324 1320 kw_avg_min <= 10.0 gini = 0.165 samples = 11 value = [10, 1] class = default 1319->1320 1323 gini = 0.0 samples = 2 value = [0, 2] class = no default 1319->1323 1321 gini = 0.0 samples = 1 value = [0, 1] class = no default 1320->1321 1322 gini = 0.0 samples = 10 value = [10, 0] class = default 1320->1322 1325 gini = 0.0 samples = 3 value = [3, 0] class = default 1324->1325 1326 avg_negative_polarity <= -0.401 gini = 0.18 samples = 10 value = [1, 9] class = no default 1324->1326 1327 gini = 0.0 samples = 1 value = [1, 0] class = default 1326->1327 1328 gini = 0.0 samples = 9 value = [0, 9] class = no default 1326->1328 1330 n_unique_tokens <= 0.79 gini = 0.117 samples = 80 value = [75, 5] class = default 1329->1330 1347 n_tokens_content <= 2624.5 gini = 0.388 samples = 76 value = [56, 20] class = default 1329->1347 1331 global_sentiment_polarity <= 0.291 gini = 0.096 samples = 79 value = [75, 4] class = default 1330->1331 1346 gini = 0.0 samples = 1 value = [0, 1] class = no default 1330->1346 1332 min_positive_polarity <= 0.118 gini = 0.075 samples = 77 value = [74, 3] class = default 1331->1332 1343 global_rate_positive_words <= 0.06 gini = 0.5 samples = 2 value = [1, 1] class = default 1331->1343 1333 global_subjectivity <= 0.566 gini = 0.029 samples = 68 value = [67, 1] class = default 1332->1333 1338 global_rate_negative_words <= 0.017 gini = 0.346 samples = 9 value = [7, 2] class = default 1332->1338 1334 gini = 0.0 samples = 64 value = [64, 0] class = default 1333->1334 1335 global_rate_positive_words <= 0.052 gini = 0.375 samples = 4 value = [3, 1] class = default 1333->1335 1336 gini = 0.0 samples = 3 value = [3, 0] class = default 1335->1336 1337 gini = 0.0 samples = 1 value = [0, 1] class = no default 1335->1337 1339 num_hrefs <= 3.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 1338->1339 1342 gini = 0.0 samples = 6 value = [6, 0] class = default 1338->1342 1340 gini = 0.0 samples = 2 value = [0, 2] class = no default 1339->1340 1341 gini = 0.0 samples = 1 value = [1, 0] class = default 1339->1341 1344 gini = 0.0 samples = 1 value = [0, 1] class = no default 1343->1344 1345 gini = 0.0 samples = 1 value = [1, 0] class = default 1343->1345 1348 global_rate_negative_words <= 0.014 gini = 0.368 samples = 74 value = [56, 18] class = default 1347->1348 1369 gini = 0.0 samples = 2 value = [0, 2] class = no default 1347->1369 1349 avg_negative_polarity <= -0.209 gini = 0.491 samples = 23 value = [13, 10] class = default 1348->1349 1358 global_rate_negative_words <= 0.024 gini = 0.265 samples = 51 value = [43, 8] class = default 1348->1358 1350 title_subjectivity <= 0.358 gini = 0.426 samples = 13 value = [4, 9] class = no default 1349->1350 1355 kw_min_avg <= 1239.941 gini = 0.18 samples = 10 value = [9, 1] class = default 1349->1355 1351 global_subjectivity <= 0.448 gini = 0.49 samples = 7 value = [4, 3] class = default 1350->1351 1354 gini = 0.0 samples = 6 value = [0, 6] class = no default 1350->1354 1352 gini = 0.0 samples = 4 value = [4, 0] class = default 1351->1352 1353 gini = 0.0 samples = 3 value = [0, 3] class = no default 1351->1353 1356 gini = 0.0 samples = 9 value = [9, 0] class = default 1355->1356 1357 gini = 0.0 samples = 1 value = [0, 1] class = no default 1355->1357 1359 gini = 0.0 samples = 26 value = [26, 0] class = default 1358->1359 1360 max_negative_polarity <= -0.086 gini = 0.435 samples = 25 value = [17, 8] class = default 1358->1360 1361 weekday_is_monday <= 0.5 gini = 0.48 samples = 10 value = [4, 6] class = no default 1360->1361 1364 global_rate_negative_words <= 0.043 gini = 0.231 samples = 15 value = [13, 2] class = default 1360->1364 1362 gini = 0.0 samples = 6 value = [0, 6] class = no default 1361->1362 1363 gini = 0.0 samples = 4 value = [4, 0] class = default 1361->1363 1365 timedelta <= 184.5 gini = 0.133 samples = 14 value = [13, 1] class = default 1364->1365 1368 gini = 0.0 samples = 1 value = [0, 1] class = no default 1364->1368 1366 gini = 0.0 samples = 1 value = [0, 1] class = no default 1365->1366 1367 gini = 0.0 samples = 13 value = [13, 0] class = default 1365->1367 1371 num_keywords <= 5.5 gini = 0.313 samples = 36 value = [7, 29] class = no default 1370->1371 1382 kw_max_avg <= 4526.023 gini = 0.494 samples = 56 value = [31, 25] class = default 1370->1382 1372 max_negative_polarity <= -0.133 gini = 0.32 samples = 5 value = [4, 1] class = default 1371->1372 1375 avg_positive_polarity <= 0.426 gini = 0.175 samples = 31 value = [3, 28] class = no default 1371->1375 1373 gini = 0.0 samples = 1 value = [0, 1] class = no default 1372->1373 1374 gini = 0.0 samples = 4 value = [4, 0] class = default 1372->1374 1376 global_subjectivity <= 0.35 gini = 0.067 samples = 29 value = [1, 28] class = no default 1375->1376 1381 gini = 0.0 samples = 2 value = [2, 0] class = default 1375->1381 1377 avg_positive_polarity <= 0.275 gini = 0.444 samples = 3 value = [1, 2] class = no default 1376->1377 1380 gini = 0.0 samples = 26 value = [0, 26] class = no default 1376->1380 1378 gini = 0.0 samples = 2 value = [0, 2] class = no default 1377->1378 1379 gini = 0.0 samples = 1 value = [1, 0] class = default 1377->1379 1383 min_positive_polarity <= 0.075 gini = 0.426 samples = 39 value = [27, 12] class = default 1382->1383 1396 global_subjectivity <= 0.36 gini = 0.36 samples = 17 value = [4, 13] class = no default 1382->1396 1384 average_token_length <= 4.843 gini = 0.499 samples = 21 value = [10, 11] class = no default 1383->1384 1393 n_unique_tokens <= 0.782 gini = 0.105 samples = 18 value = [17, 1] class = default 1383->1393 1385 avg_positive_polarity <= 0.414 gini = 0.426 samples = 13 value = [9, 4] class = default 1384->1385 1390 title_sentiment_polarity <= 0.283 gini = 0.219 samples = 8 value = [1, 7] class = no default 1384->1390 1386 kw_avg_min <= 106.267 gini = 0.18 samples = 10 value = [9, 1] class = default 1385->1386 1389 gini = 0.0 samples = 3 value = [0, 3] class = no default 1385->1389 1387 gini = 0.0 samples = 1 value = [0, 1] class = no default 1386->1387 1388 gini = 0.0 samples = 9 value = [9, 0] class = default 1386->1388 1391 gini = 0.0 samples = 7 value = [0, 7] class = no default 1390->1391 1392 gini = 0.0 samples = 1 value = [1, 0] class = default 1390->1392 1394 gini = 0.0 samples = 17 value = [17, 0] class = default 1393->1394 1395 gini = 0.0 samples = 1 value = [0, 1] class = no default 1393->1395 1397 kw_avg_avg <= 2485.399 gini = 0.444 samples = 6 value = [4, 2] class = default 1396->1397 1400 gini = 0.0 samples = 11 value = [0, 11] class = no default 1396->1400 1398 gini = 0.0 samples = 2 value = [0, 2] class = no default 1397->1398 1399 gini = 0.0 samples = 4 value = [4, 0] class = default 1397->1399 1402 global_subjectivity <= 0.397 gini = 0.498 samples = 488 value = [258, 230] class = default 1401->1402 1589 kw_avg_avg <= 2808.876 gini = 0.397 samples = 117 value = [32, 85] class = no default 1401->1589 1403 avg_positive_polarity <= 0.255 gini = 0.456 samples = 199 value = [129, 70] class = default 1402->1403 1478 LDA_00 <= 0.022 gini = 0.494 samples = 289 value = [129, 160] class = no default 1402->1478 1404 kw_avg_min <= 203.81 gini = 0.497 samples = 56 value = [26, 30] class = no default 1403->1404 1429 avg_negative_polarity <= -0.18 gini = 0.403 samples = 143 value = [103, 40] class = default 1403->1429 1405 n_unique_tokens <= 0.63 gini = 0.452 samples = 29 value = [19, 10] class = default 1404->1405 1416 n_non_stop_unique_tokens <= 0.741 gini = 0.384 samples = 27 value = [7, 20] class = no default 1404->1416 1406 LDA_00 <= 0.037 gini = 0.365 samples = 25 value = [19, 6] class = default 1405->1406 1415 gini = 0.0 samples = 4 value = [0, 4] class = no default 1405->1415 1407 LDA_01 <= 0.02 gini = 0.117 samples = 16 value = [15, 1] class = default 1406->1407 1410 avg_positive_polarity <= 0.228 gini = 0.494 samples = 9 value = [4, 5] class = no default 1406->1410 1408 gini = 0.0 samples = 1 value = [0, 1] class = no default 1407->1408 1409 gini = 0.0 samples = 15 value = [15, 0] class = default 1407->1409 1411 LDA_04 <= 0.04 gini = 0.32 samples = 5 value = [4, 1] class = default 1410->1411 1414 gini = 0.0 samples = 4 value = [0, 4] class = no default 1410->1414 1412 gini = 0.0 samples = 1 value = [0, 1] class = no default 1411->1412 1413 gini = 0.0 samples = 4 value = [4, 0] class = default 1411->1413 1417 LDA_00 <= 0.04 gini = 0.32 samples = 25 value = [5, 20] class = no default 1416->1417 1428 gini = 0.0 samples = 2 value = [2, 0] class = default 1416->1428 1418 kw_avg_avg <= 1483.424 gini = 0.172 samples = 21 value = [2, 19] class = no default 1417->1418 1425 n_tokens_content <= 1142.5 gini = 0.375 samples = 4 value = [3, 1] class = default 1417->1425 1419 gini = 0.0 samples = 1 value = [1, 0] class = default 1418->1419 1420 LDA_02 <= 0.886 gini = 0.095 samples = 20 value = [1, 19] class = no default 1418->1420 1421 gini = 0.0 samples = 16 value = [0, 16] class = no default 1420->1421 1422 kw_avg_min <= 253.849 gini = 0.375 samples = 4 value = [1, 3] class = no default 1420->1422 1423 gini = 0.0 samples = 3 value = [0, 3] class = no default 1422->1423 1424 gini = 0.0 samples = 1 value = [1, 0] class = default 1422->1424 1426 gini = 0.0 samples = 3 value = [3, 0] class = default 1425->1426 1427 gini = 0.0 samples = 1 value = [0, 1] class = no default 1425->1427 1430 n_tokens_content <= 375.5 gini = 0.318 samples = 106 value = [85, 21] class = default 1429->1430 1463 n_non_stop_unique_tokens <= 0.781 gini = 0.5 samples = 37 value = [18, 19] class = no default 1429->1463 1431 gini = 0.0 samples = 19 value = [19, 0] class = default 1430->1431 1432 n_non_stop_unique_tokens <= 0.665 gini = 0.366 samples = 87 value = [66, 21] class = default 1430->1432 1433 LDA_01 <= 0.556 gini = 0.249 samples = 55 value = [47, 8] class = default 1432->1433 1452 kw_max_min <= 52.5 gini = 0.482 samples = 32 value = [19, 13] class = default 1432->1452 1434 kw_min_avg <= 2178.346 gini = 0.204 samples = 52 value = [46, 6] class = default 1433->1434 1449 rate_negative_words <= 0.555 gini = 0.444 samples = 3 value = [1, 2] class = no default 1433->1449 1435 n_unique_tokens <= 0.376 gini = 0.177 samples = 51 value = [46, 5] class = default 1434->1435 1448 gini = 0.0 samples = 1 value = [0, 1] class = no default 1434->1448 1436 gini = 0.0 samples = 1 value = [0, 1] class = no default 1435->1436 1437 kw_avg_avg <= 2285.855 gini = 0.147 samples = 50 value = [46, 4] class = default 1435->1437 1438 num_imgs <= 3.5 gini = 0.308 samples = 21 value = [17, 4] class = default 1437->1438 1447 gini = 0.0 samples = 29 value = [29, 0] class = default 1437->1447 1439 LDA_02 <= 0.217 gini = 0.188 samples = 19 value = [17, 2] class = default 1438->1439 1446 gini = 0.0 samples = 2 value = [0, 2] class = no default 1438->1446 1440 gini = 0.0 samples = 1 value = [0, 1] class = no default 1439->1440 1441 abs_title_subjectivity <= 0.186 gini = 0.105 samples = 18 value = [17, 1] class = default 1439->1441 1442 global_subjectivity <= 0.328 gini = 0.5 samples = 2 value = [1, 1] class = default 1441->1442 1445 gini = 0.0 samples = 16 value = [16, 0] class = default 1441->1445 1443 gini = 0.0 samples = 1 value = [1, 0] class = default 1442->1443 1444 gini = 0.0 samples = 1 value = [0, 1] class = no default 1442->1444 1450 gini = 0.0 samples = 2 value = [0, 2] class = no default 1449->1450 1451 gini = 0.0 samples = 1 value = [1, 0] class = default 1449->1451 1453 gini = 0.0 samples = 5 value = [0, 5] class = no default 1452->1453 1454 title_subjectivity <= 0.477 gini = 0.417 samples = 27 value = [19, 8] class = default 1452->1454 1455 max_negative_polarity <= -0.161 gini = 0.287 samples = 23 value = [19, 4] class = default 1454->1455 1462 gini = 0.0 samples = 4 value = [0, 4] class = no default 1454->1462 1456 gini = 0.0 samples = 2 value = [0, 2] class = no default 1455->1456 1457 timedelta <= 53.5 gini = 0.172 samples = 21 value = [19, 2] class = default 1455->1457 1458 gini = 0.0 samples = 1 value = [0, 1] class = no default 1457->1458 1459 rate_positive_words <= 0.379 gini = 0.095 samples = 20 value = [19, 1] class = default 1457->1459 1460 gini = 0.0 samples = 1 value = [0, 1] class = no default 1459->1460 1461 gini = 0.0 samples = 19 value = [19, 0] class = default 1459->1461 1464 average_token_length <= 5.14 gini = 0.487 samples = 31 value = [18, 13] class = default 1463->1464 1477 gini = 0.0 samples = 6 value = [0, 6] class = no default 1463->1477 1465 num_hrefs <= 13.5 gini = 0.444 samples = 27 value = [18, 9] class = default 1464->1465 1476 gini = 0.0 samples = 4 value = [0, 4] class = no default 1464->1476 1466 kw_max_min <= 1550.0 gini = 0.375 samples = 24 value = [18, 6] class = default 1465->1466 1475 gini = 0.0 samples = 3 value = [0, 3] class = no default 1465->1475 1467 rate_positive_words <= 0.613 gini = 0.298 samples = 22 value = [18, 4] class = default 1466->1467 1474 gini = 0.0 samples = 2 value = [0, 2] class = no default 1466->1474 1468 min_positive_polarity <= 0.056 gini = 0.48 samples = 10 value = [6, 4] class = default 1467->1468 1473 gini = 0.0 samples = 12 value = [12, 0] class = default 1467->1473 1469 gini = 0.0 samples = 3 value = [0, 3] class = no default 1468->1469 1470 kw_avg_max <= 209514.289 gini = 0.245 samples = 7 value = [6, 1] class = default 1468->1470 1471 gini = 0.0 samples = 1 value = [0, 1] class = no default 1470->1471 1472 gini = 0.0 samples = 6 value = [6, 0] class = default 1470->1472 1479 kw_avg_avg <= 1596.132 gini = 0.353 samples = 70 value = [16, 54] class = no default 1478->1479 1502 data_channel_is_tech <= 0.5 gini = 0.499 samples = 219 value = [113, 106] class = default 1478->1502 1480 gini = 0.0 samples = 3 value = [3, 0] class = default 1479->1480 1481 min_positive_polarity <= 0.081 gini = 0.313 samples = 67 value = [13, 54] class = no default 1479->1481 1482 rate_negative_words <= 0.418 gini = 0.114 samples = 33 value = [2, 31] class = no default 1481->1482 1487 kw_avg_max <= 154107.055 gini = 0.438 samples = 34 value = [11, 23] class = no default 1481->1487 1483 gini = 0.0 samples = 28 value = [0, 28] class = no default 1482->1483 1484 global_subjectivity <= 0.418 gini = 0.48 samples = 5 value = [2, 3] class = no default 1482->1484 1485 gini = 0.0 samples = 3 value = [0, 3] class = no default 1484->1485 1486 gini = 0.0 samples = 2 value = [2, 0] class = default 1484->1486 1488 max_negative_polarity <= -0.183 gini = 0.473 samples = 13 value = [8, 5] class = default 1487->1488 1495 num_self_hrefs <= 5.5 gini = 0.245 samples = 21 value = [3, 18] class = no default 1487->1495 1489 gini = 0.0 samples = 3 value = [0, 3] class = no default 1488->1489 1490 kw_avg_max <= 118868.398 gini = 0.32 samples = 10 value = [8, 2] class = default 1488->1490 1491 global_subjectivity <= 0.557 gini = 0.444 samples = 3 value = [1, 2] class = no default 1490->1491 1494 gini = 0.0 samples = 7 value = [7, 0] class = default 1490->1494 1492 gini = 0.0 samples = 2 value = [0, 2] class = no default 1491->1492 1493 gini = 0.0 samples = 1 value = [1, 0] class = default 1491->1493 1496 avg_positive_polarity <= 0.533 gini = 0.105 samples = 18 value = [1, 17] class = no default 1495->1496 1499 LDA_01 <= 0.02 gini = 0.444 samples = 3 value = [2, 1] class = default 1495->1499 1497 gini = 0.0 samples = 17 value = [0, 17] class = no default 1496->1497 1498 gini = 0.0 samples = 1 value = [1, 0] class = default 1496->1498 1500 gini = 0.0 samples = 1 value = [0, 1] class = no default 1499->1500 1501 gini = 0.0 samples = 2 value = [2, 0] class = default 1499->1501 1503 LDA_04 <= 0.033 gini = 0.492 samples = 181 value = [102, 79] class = default 1502->1503 1576 timedelta <= 532.5 gini = 0.411 samples = 38 value = [11, 27] class = no default 1502->1576 1504 n_tokens_content <= 357.0 gini = 0.489 samples = 73 value = [31, 42] class = no default 1503->1504 1533 avg_positive_polarity <= 0.216 gini = 0.45 samples = 108 value = [71, 37] class = default 1503->1533 1505 self_reference_avg_sharess <= 717.833 gini = 0.298 samples = 11 value = [9, 2] class = default 1504->1505 1510 kw_max_avg <= 3452.647 gini = 0.458 samples = 62 value = [22, 40] class = no default 1504->1510 1506 n_tokens_title <= 11.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 1505->1506 1509 gini = 0.0 samples = 8 value = [8, 0] class = default 1505->1509 1507 gini = 0.0 samples = 2 value = [0, 2] class = no default 1506->1507 1508 gini = 0.0 samples = 1 value = [1, 0] class = default 1506->1508 1511 rate_positive_words <= 0.8 gini = 0.298 samples = 11 value = [9, 2] class = default 1510->1511 1514 abs_title_sentiment_polarity <= 0.875 gini = 0.38 samples = 51 value = [13, 38] class = no default 1510->1514 1512 gini = 0.0 samples = 9 value = [9, 0] class = default 1511->1512 1513 gini = 0.0 samples = 2 value = [0, 2] class = no default 1511->1513 1515 avg_positive_polarity <= 0.398 gini = 0.33 samples = 48 value = [10, 38] class = no default 1514->1515 1532 gini = 0.0 samples = 3 value = [3, 0] class = default 1514->1532 1516 avg_negative_polarity <= -0.122 gini = 0.193 samples = 37 value = [4, 33] class = no default 1515->1516 1527 n_tokens_content <= 645.5 gini = 0.496 samples = 11 value = [6, 5] class = default 1515->1527 1517 kw_avg_max <= 153708.93 gini = 0.153 samples = 36 value = [3, 33] class = no default 1516->1517 1526 gini = 0.0 samples = 1 value = [1, 0] class = default 1516->1526 1518 gini = 0.0 samples = 1 value = [1, 0] class = default 1517->1518 1519 global_rate_negative_words <= 0.032 gini = 0.108 samples = 35 value = [2, 33] class = no default 1517->1519 1520 kw_avg_min <= 359.25 gini = 0.057 samples = 34 value = [1, 33] class = no default 1519->1520 1525 gini = 0.0 samples = 1 value = [1, 0] class = default 1519->1525 1521 gini = 0.0 samples = 30 value = [0, 30] class = no default 1520->1521 1522 rate_negative_words <= 0.352 gini = 0.375 samples = 4 value = [1, 3] class = no default 1520->1522 1523 gini = 0.0 samples = 1 value = [1, 0] class = default 1522->1523 1524 gini = 0.0 samples = 3 value = [0, 3] class = no default 1522->1524 1528 global_subjectivity <= 0.501 gini = 0.278 samples = 6 value = [1, 5] class = no default 1527->1528 1531 gini = 0.0 samples = 5 value = [5, 0] class = default 1527->1531 1529 gini = 0.0 samples = 5 value = [0, 5] class = no default 1528->1529 1530 gini = 0.0 samples = 1 value = [1, 0] class = default 1528->1530 1534 num_imgs <= 9.0 gini = 0.278 samples = 6 value = [1, 5] class = no default 1533->1534 1537 global_rate_positive_words <= 0.07 gini = 0.431 samples = 102 value = [70, 32] class = default 1533->1537 1535 gini = 0.0 samples = 5 value = [0, 5] class = no default 1534->1535 1536 gini = 0.0 samples = 1 value = [1, 0] class = default 1534->1536 1538 kw_max_avg <= 5071.67 gini = 0.414 samples = 99 value = [70, 29] class = default 1537->1538 1575 gini = 0.0 samples = 3 value = [0, 3] class = no default 1537->1575 1539 n_tokens_title <= 13.5 gini = 0.395 samples = 96 value = [70, 26] class = default 1538->1539 1574 gini = 0.0 samples = 3 value = [0, 3] class = no default 1538->1574 1540 avg_negative_polarity <= -0.143 gini = 0.338 samples = 79 value = [62, 17] class = default 1539->1540 1565 max_positive_polarity <= 0.75 gini = 0.498 samples = 17 value = [8, 9] class = no default 1539->1565 1541 LDA_02 <= 0.84 gini = 0.293 samples = 73 value = [60, 13] class = default 1540->1541 1562 global_subjectivity <= 0.458 gini = 0.444 samples = 6 value = [2, 4] class = no default 1540->1562 1542 avg_positive_polarity <= 0.404 gini = 0.239 samples = 65 value = [56, 9] class = default 1541->1542 1557 n_tokens_title <= 9.5 gini = 0.5 samples = 8 value = [4, 4] class = default 1541->1557 1543 average_token_length <= 5.3 gini = 0.111 samples = 51 value = [48, 3] class = default 1542->1543 1552 self_reference_max_shares <= 1550.0 gini = 0.49 samples = 14 value = [8, 6] class = default 1542->1552 1544 kw_avg_min <= 368.4 gini = 0.041 samples = 48 value = [47, 1] class = default 1543->1544 1549 min_positive_polarity <= 0.118 gini = 0.444 samples = 3 value = [1, 2] class = no default 1543->1549 1545 gini = 0.0 samples = 45 value = [45, 0] class = default 1544->1545 1546 num_hrefs <= 10.5 gini = 0.444 samples = 3 value = [2, 1] class = default 1544->1546 1547 gini = 0.0 samples = 1 value = [0, 1] class = no default 1546->1547 1548 gini = 0.0 samples = 2 value = [2, 0] class = default 1546->1548 1550 gini = 0.0 samples = 2 value = [0, 2] class = no default 1549->1550 1551 gini = 0.0 samples = 1 value = [1, 0] class = default 1549->1551 1553 min_positive_polarity <= 0.312 gini = 0.375 samples = 8 value = [2, 6] class = no default 1552->1553 1556 gini = 0.0 samples = 6 value = [6, 0] class = default 1552->1556 1554 gini = 0.0 samples = 6 value = [0, 6] class = no default 1553->1554 1555 gini = 0.0 samples = 2 value = [2, 0] class = default 1553->1555 1558 kw_min_max <= 5900.0 gini = 0.32 samples = 5 value = [4, 1] class = default 1557->1558 1561 gini = 0.0 samples = 3 value = [0, 3] class = no default 1557->1561 1559 gini = 0.0 samples = 4 value = [4, 0] class = default 1558->1559 1560 gini = 0.0 samples = 1 value = [0, 1] class = no default 1558->1560 1563 gini = 0.0 samples = 4 value = [0, 4] class = no default 1562->1563 1564 gini = 0.0 samples = 2 value = [2, 0] class = default 1562->1564 1566 kw_avg_min <= 255.917 gini = 0.245 samples = 7 value = [1, 6] class = no default 1565->1566 1569 global_sentiment_polarity <= 0.052 gini = 0.42 samples = 10 value = [7, 3] class = default 1565->1569 1567 gini = 0.0 samples = 6 value = [0, 6] class = no default 1566->1567 1568 gini = 0.0 samples = 1 value = [1, 0] class = default 1566->1568 1570 LDA_03 <= 0.059 gini = 0.375 samples = 4 value = [1, 3] class = no default 1569->1570 1573 gini = 0.0 samples = 6 value = [6, 0] class = default 1569->1573 1571 gini = 0.0 samples = 3 value = [0, 3] class = no default 1570->1571 1572 gini = 0.0 samples = 1 value = [1, 0] class = default 1570->1572 1577 num_hrefs <= 18.5 gini = 0.285 samples = 29 value = [5, 24] class = no default 1576->1577 1584 LDA_02 <= 0.031 gini = 0.444 samples = 9 value = [6, 3] class = default 1576->1584 1578 n_tokens_content <= 267.5 gini = 0.198 samples = 27 value = [3, 24] class = no default 1577->1578 1583 gini = 0.0 samples = 2 value = [2, 0] class = default 1577->1583 1579 LDA_04 <= 0.793 gini = 0.5 samples = 6 value = [3, 3] class = default 1578->1579 1582 gini = 0.0 samples = 21 value = [0, 21] class = no default 1578->1582 1580 gini = 0.0 samples = 3 value = [0, 3] class = no default 1579->1580 1581 gini = 0.0 samples = 3 value = [3, 0] class = default 1579->1581 1585 gini = 0.0 samples = 5 value = [5, 0] class = default 1584->1585 1586 avg_positive_polarity <= 0.388 gini = 0.375 samples = 4 value = [1, 3] class = no default 1584->1586 1587 gini = 0.0 samples = 3 value = [0, 3] class = no default 1586->1587 1588 gini = 0.0 samples = 1 value = [1, 0] class = default 1586->1588 1590 LDA_01 <= 0.558 gini = 0.366 samples = 112 value = [27, 85] class = no default 1589->1590 1629 gini = 0.0 samples = 5 value = [5, 0] class = default 1589->1629 1591 kw_avg_avg <= 2036.383 gini = 0.337 samples = 107 value = [23, 84] class = no default 1590->1591 1626 num_imgs <= 0.5 gini = 0.32 samples = 5 value = [4, 1] class = default 1590->1626 1592 kw_avg_avg <= 1813.497 gini = 0.48 samples = 25 value = [10, 15] class = no default 1591->1592 1603 kw_avg_max <= 253257.141 gini = 0.267 samples = 82 value = [13, 69] class = no default 1591->1603 1593 gini = 0.0 samples = 7 value = [0, 7] class = no default 1592->1593 1594 abs_title_subjectivity <= 0.367 gini = 0.494 samples = 18 value = [10, 8] class = default 1592->1594 1595 kw_max_min <= 1700.0 gini = 0.245 samples = 7 value = [1, 6] class = no default 1594->1595 1598 n_tokens_content <= 937.5 gini = 0.298 samples = 11 value = [9, 2] class = default 1594->1598 1596 gini = 0.0 samples = 6 value = [0, 6] class = no default 1595->1596 1597 gini = 0.0 samples = 1 value = [1, 0] class = default 1595->1597 1599 gini = 0.0 samples = 8 value = [8, 0] class = default 1598->1599 1600 weekday_is_saturday <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 1598->1600 1601 gini = 0.0 samples = 1 value = [1, 0] class = default 1600->1601 1602 gini = 0.0 samples = 2 value = [0, 2] class = no default 1600->1602 1604 kw_max_max <= 766850.0 gini = 0.095 samples = 40 value = [2, 38] class = no default 1603->1604 1611 global_subjectivity <= 0.399 gini = 0.387 samples = 42 value = [11, 31] class = no default 1603->1611 1605 gini = 0.0 samples = 1 value = [1, 0] class = default 1604->1605 1606 n_tokens_content <= 1426.5 gini = 0.05 samples = 39 value = [1, 38] class = no default 1604->1606 1607 gini = 0.0 samples = 37 value = [0, 37] class = no default 1606->1607 1608 kw_avg_min <= 253.515 gini = 0.5 samples = 2 value = [1, 1] class = default 1606->1608 1609 gini = 0.0 samples = 1 value = [0, 1] class = no default 1608->1609 1610 gini = 0.0 samples = 1 value = [1, 0] class = default 1608->1610 1612 global_subjectivity <= 0.347 gini = 0.5 samples = 18 value = [9, 9] class = default 1611->1612 1621 LDA_01 <= 0.257 gini = 0.153 samples = 24 value = [2, 22] class = no default 1611->1621 1613 global_rate_negative_words <= 0.018 gini = 0.397 samples = 11 value = [3, 8] class = no default 1612->1613 1618 num_keywords <= 9.0 gini = 0.245 samples = 7 value = [6, 1] class = default 1612->1618 1614 gini = 0.0 samples = 7 value = [0, 7] class = no default 1613->1614 1615 kw_max_min <= 502.0 gini = 0.375 samples = 4 value = [3, 1] class = default 1613->1615 1616 gini = 0.0 samples = 1 value = [0, 1] class = no default 1615->1616 1617 gini = 0.0 samples = 3 value = [3, 0] class = default 1615->1617 1619 gini = 0.0 samples = 6 value = [6, 0] class = default 1618->1619 1620 gini = 0.0 samples = 1 value = [0, 1] class = no default 1618->1620 1622 avg_negative_polarity <= -0.455 gini = 0.083 samples = 23 value = [1, 22] class = no default 1621->1622 1625 gini = 0.0 samples = 1 value = [1, 0] class = default 1621->1625 1623 gini = 0.0 samples = 1 value = [1, 0] class = default 1622->1623 1624 gini = 0.0 samples = 22 value = [0, 22] class = no default 1622->1624 1627 gini = 0.0 samples = 1 value = [0, 1] class = no default 1626->1627 1628 gini = 0.0 samples = 4 value = [4, 0] class = default 1626->1628 1631 data_channel_is_socmed <= 0.5 gini = 0.488 samples = 3441 value = [1987, 1454] class = default 1630->1631 2774 is_weekend <= 0.5 gini = 0.485 samples = 1496 value = [618, 878] class = no default 1630->2774 1632 is_weekend <= 0.5 gini = 0.479 samples = 3216 value = [1941, 1275] class = default 1631->1632 2721 kw_max_avg <= 3688.99 gini = 0.325 samples = 225 value = [46, 179] class = no default 1631->2721 1633 self_reference_min_shares <= 3050.0 gini = 0.468 samples = 2888 value = [1807, 1081] class = default 1632->1633 2604 kw_min_max <= 896.5 gini = 0.483 samples = 328 value = [134, 194] class = no default 1632->2604 1634 global_rate_positive_words <= 0.026 gini = 0.445 samples = 1903 value = [1266, 637] class = default 1633->1634 2261 global_sentiment_polarity <= 0.058 gini = 0.495 samples = 985 value = [541, 444] class = default 1633->2261 1635 num_hrefs <= 20.5 gini = 0.371 samples = 492 value = [371, 121] class = default 1634->1635 1786 n_unique_tokens <= 0.383 gini = 0.464 samples = 1411 value = [895, 516] class = default 1634->1786 1636 n_unique_tokens <= 0.744 gini = 0.338 samples = 417 value = [327, 90] class = default 1635->1636 1757 LDA_04 <= 0.029 gini = 0.485 samples = 75 value = [44, 31] class = default 1635->1757 1637 kw_avg_avg <= 2442.519 gini = 0.332 samples = 414 value = [327, 87] class = default 1636->1637 1756 gini = 0.0 samples = 3 value = [0, 3] class = no default 1636->1756 1638 timedelta <= 595.5 gini = 0.263 samples = 238 value = [201, 37] class = default 1637->1638 1699 timedelta <= 273.5 gini = 0.407 samples = 176 value = [126, 50] class = default 1637->1699 1639 global_subjectivity <= 0.201 gini = 0.253 samples = 236 value = [201, 35] class = default 1638->1639 1698 gini = 0.0 samples = 2 value = [0, 2] class = no default 1638->1698 1640 avg_positive_polarity <= 0.218 gini = 0.375 samples = 4 value = [1, 3] class = no default 1639->1640 1643 num_videos <= 2.5 gini = 0.238 samples = 232 value = [200, 32] class = default 1639->1643 1641 gini = 0.0 samples = 1 value = [1, 0] class = default 1640->1641 1642 gini = 0.0 samples = 3 value = [0, 3] class = no default 1640->1642 1644 timedelta <= 174.5 gini = 0.209 samples = 219 value = [193, 26] class = default 1643->1644 1693 kw_avg_min <= 142.75 gini = 0.497 samples = 13 value = [7, 6] class = default 1643->1693 1645 LDA_01 <= 0.637 gini = 0.315 samples = 92 value = [74, 18] class = default 1644->1645 1670 min_positive_polarity <= 0.55 gini = 0.118 samples = 127 value = [119, 8] class = default 1644->1670 1646 min_positive_polarity <= 0.367 gini = 0.28 samples = 89 value = [74, 15] class = default 1645->1646 1669 gini = 0.0 samples = 3 value = [0, 3] class = no default 1645->1669 1647 LDA_04 <= 0.029 gini = 0.254 samples = 87 value = [74, 13] class = default 1646->1647 1668 gini = 0.0 samples = 2 value = [0, 2] class = no default 1646->1668 1648 kw_avg_avg <= 2161.379 gini = 0.469 samples = 16 value = [10, 6] class = default 1647->1648 1655 timedelta <= 162.0 gini = 0.178 samples = 71 value = [64, 7] class = default 1647->1655 1649 kw_max_min <= 524.0 gini = 0.408 samples = 7 value = [2, 5] class = no default 1648->1649 1652 kw_max_avg <= 3392.145 gini = 0.198 samples = 9 value = [8, 1] class = default 1648->1652 1650 gini = 0.0 samples = 5 value = [0, 5] class = no default 1649->1650 1651 gini = 0.0 samples = 2 value = [2, 0] class = default 1649->1651 1653 gini = 0.0 samples = 1 value = [0, 1] class = no default 1652->1653 1654 gini = 0.0 samples = 8 value = [8, 0] class = default 1652->1654 1656 global_rate_negative_words <= 0.04 gini = 0.114 samples = 66 value = [62, 4] class = default 1655->1656 1665 average_token_length <= 4.858 gini = 0.48 samples = 5 value = [2, 3] class = no default 1655->1665 1657 abs_title_sentiment_polarity <= 0.887 gini = 0.088 samples = 65 value = [62, 3] class = default 1656->1657 1664 gini = 0.0 samples = 1 value = [0, 1] class = no default 1656->1664 1658 kw_max_min <= 1150.0 gini = 0.061 samples = 64 value = [62, 2] class = default 1657->1658 1663 gini = 0.0 samples = 1 value = [0, 1] class = no default 1657->1663 1659 gini = 0.0 samples = 59 value = [59, 0] class = default 1658->1659 1660 LDA_03 <= 0.027 gini = 0.48 samples = 5 value = [3, 2] class = default 1658->1660 1661 gini = 0.0 samples = 3 value = [3, 0] class = default 1660->1661 1662 gini = 0.0 samples = 2 value = [0, 2] class = no default 1660->1662 1666 gini = 0.0 samples = 2 value = [2, 0] class = default 1665->1666 1667 gini = 0.0 samples = 3 value = [0, 3] class = no default 1665->1667 1671 n_tokens_content <= 2171.5 gini = 0.105 samples = 126 value = [119, 7] class = default 1670->1671 1692 gini = 0.0 samples = 1 value = [0, 1] class = no default 1670->1692 1672 min_positive_polarity <= 0.042 gini = 0.091 samples = 125 value = [119, 6] class = default 1671->1672 1691 gini = 0.0 samples = 1 value = [0, 1] class = no default 1671->1691 1673 global_sentiment_polarity <= 0.085 gini = 0.42 samples = 10 value = [7, 3] class = default 1672->1673 1678 timedelta <= 590.0 gini = 0.051 samples = 115 value = [112, 3] class = default 1672->1678 1674 n_non_stop_unique_tokens <= 0.755 gini = 0.219 samples = 8 value = [7, 1] class = default 1673->1674 1677 gini = 0.0 samples = 2 value = [0, 2] class = no default 1673->1677 1675 gini = 0.0 samples = 7 value = [7, 0] class = default 1674->1675 1676 gini = 0.0 samples = 1 value = [0, 1] class = no default 1674->1676 1679 num_videos <= 1.5 gini = 0.035 samples = 113 value = [111, 2] class = default 1678->1679 1688 global_rate_negative_words <= 0.015 gini = 0.5 samples = 2 value = [1, 1] class = default 1678->1688 1680 self_reference_max_shares <= 26900.0 gini = 0.018 samples = 110 value = [109, 1] class = default 1679->1680 1685 min_negative_polarity <= -0.7 gini = 0.444 samples = 3 value = [2, 1] class = default 1679->1685 1681 gini = 0.0 samples = 106 value = [106, 0] class = default 1680->1681 1682 max_negative_polarity <= -0.113 gini = 0.375 samples = 4 value = [3, 1] class = default 1680->1682 1683 gini = 0.0 samples = 1 value = [0, 1] class = no default 1682->1683 1684 gini = 0.0 samples = 3 value = [3, 0] class = default 1682->1684 1686 gini = 0.0 samples = 1 value = [0, 1] class = no default 1685->1686 1687 gini = 0.0 samples = 2 value = [2, 0] class = default 1685->1687 1689 gini = 0.0 samples = 1 value = [1, 0] class = default 1688->1689 1690 gini = 0.0 samples = 1 value = [0, 1] class = no default 1688->1690 1694 gini = 0.0 samples = 6 value = [6, 0] class = default 1693->1694 1695 avg_negative_polarity <= -0.436 gini = 0.245 samples = 7 value = [1, 6] class = no default 1693->1695 1696 gini = 0.0 samples = 1 value = [1, 0] class = default 1695->1696 1697 gini = 0.0 samples = 6 value = [0, 6] class = no default 1695->1697 1700 rate_negative_words <= 0.433 gini = 0.473 samples = 91 value = [56, 35] class = default 1699->1700 1735 kw_avg_max <= 330776.203 gini = 0.291 samples = 85 value = [70, 15] class = default 1699->1735 1701 n_non_stop_unique_tokens <= 0.732 gini = 0.492 samples = 32 value = [14, 18] class = no default 1700->1701 1712 kw_min_avg <= 1245.2 gini = 0.41 samples = 59 value = [42, 17] class = default 1700->1712 1702 kw_min_max <= 18200.0 gini = 0.486 samples = 24 value = [14, 10] class = default 1701->1702 1711 gini = 0.0 samples = 8 value = [0, 8] class = no default 1701->1711 1703 LDA_01 <= 0.317 gini = 0.42 samples = 20 value = [14, 6] class = default 1702->1703 1710 gini = 0.0 samples = 4 value = [0, 4] class = no default 1702->1710 1704 n_unique_tokens <= 0.477 gini = 0.291 samples = 17 value = [14, 3] class = default 1703->1704 1709 gini = 0.0 samples = 3 value = [0, 3] class = no default 1703->1709 1705 max_negative_polarity <= -0.128 gini = 0.375 samples = 4 value = [1, 3] class = no default 1704->1705 1708 gini = 0.0 samples = 13 value = [13, 0] class = default 1704->1708 1706 gini = 0.0 samples = 1 value = [1, 0] class = default 1705->1706 1707 gini = 0.0 samples = 3 value = [0, 3] class = no default 1705->1707 1713 LDA_02 <= 0.607 gini = 0.499 samples = 25 value = [13, 12] class = default 1712->1713 1724 avg_negative_polarity <= -0.385 gini = 0.251 samples = 34 value = [29, 5] class = default 1712->1724 1714 LDA_00 <= 0.04 gini = 0.455 samples = 20 value = [13, 7] class = default 1713->1714 1723 gini = 0.0 samples = 5 value = [0, 5] class = no default 1713->1723 1715 num_self_hrefs <= 5.5 gini = 0.26 samples = 13 value = [11, 2] class = default 1714->1715 1720 timedelta <= 134.5 gini = 0.408 samples = 7 value = [2, 5] class = no default 1714->1720 1716 gini = 0.0 samples = 10 value = [10, 0] class = default 1715->1716 1717 kw_max_avg <= 4142.831 gini = 0.444 samples = 3 value = [1, 2] class = no default 1715->1717 1718 gini = 0.0 samples = 1 value = [1, 0] class = default 1717->1718 1719 gini = 0.0 samples = 2 value = [0, 2] class = no default 1717->1719 1721 gini = 0.0 samples = 2 value = [2, 0] class = default 1720->1721 1722 gini = 0.0 samples = 5 value = [0, 5] class = no default 1720->1722 1725 gini = 0.0 samples = 2 value = [0, 2] class = no default 1724->1725 1726 kw_max_min <= 56.5 gini = 0.17 samples = 32 value = [29, 3] class = default 1724->1726 1727 kw_avg_max <= 470312.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 1726->1727 1730 LDA_01 <= 0.023 gini = 0.067 samples = 29 value = [28, 1] class = default 1726->1730 1728 gini = 0.0 samples = 2 value = [0, 2] class = no default 1727->1728 1729 gini = 0.0 samples = 1 value = [1, 0] class = default 1727->1729 1731 LDA_03 <= 0.02 gini = 0.5 samples = 2 value = [1, 1] class = default 1730->1731 1734 gini = 0.0 samples = 27 value = [27, 0] class = default 1730->1734 1732 gini = 0.0 samples = 1 value = [1, 0] class = default 1731->1732 1733 gini = 0.0 samples = 1 value = [0, 1] class = no default 1731->1733 1736 LDA_02 <= 0.029 gini = 0.195 samples = 73 value = [65, 8] class = default 1735->1736 1751 n_non_stop_unique_tokens <= 0.634 gini = 0.486 samples = 12 value = [5, 7] class = no default 1735->1751 1737 global_rate_positive_words <= 0.019 gini = 0.48 samples = 10 value = [6, 4] class = default 1736->1737 1742 n_tokens_title <= 6.5 gini = 0.119 samples = 63 value = [59, 4] class = default 1736->1742 1738 avg_positive_polarity <= 0.398 gini = 0.32 samples = 5 value = [1, 4] class = no default 1737->1738 1741 gini = 0.0 samples = 5 value = [5, 0] class = default 1737->1741 1739 gini = 0.0 samples = 4 value = [0, 4] class = no default 1738->1739 1740 gini = 0.0 samples = 1 value = [1, 0] class = default 1738->1740 1743 gini = 0.0 samples = 1 value = [0, 1] class = no default 1742->1743 1744 kw_avg_min <= 270.111 gini = 0.092 samples = 62 value = [59, 3] class = default 1742->1744 1745 gini = 0.0 samples = 41 value = [41, 0] class = default 1744->1745 1746 kw_avg_max <= 260089.578 gini = 0.245 samples = 21 value = [18, 3] class = default 1744->1746 1747 gini = 0.0 samples = 15 value = [15, 0] class = default 1746->1747 1748 n_non_stop_unique_tokens <= 0.709 gini = 0.5 samples = 6 value = [3, 3] class = default 1746->1748 1749 gini = 0.0 samples = 3 value = [0, 3] class = no default 1748->1749 1750 gini = 0.0 samples = 3 value = [3, 0] class = default 1748->1750 1752 gini = 0.0 samples = 3 value = [3, 0] class = default 1751->1752 1753 rate_negative_words <= 0.25 gini = 0.346 samples = 9 value = [2, 7] class = no default 1751->1753 1754 gini = 0.0 samples = 2 value = [2, 0] class = default 1753->1754 1755 gini = 0.0 samples = 7 value = [0, 7] class = no default 1753->1755 1758 rate_negative_words <= 0.274 gini = 0.245 samples = 28 value = [24, 4] class = default 1757->1758 1767 min_negative_polarity <= -0.417 gini = 0.489 samples = 47 value = [20, 27] class = no default 1757->1767 1759 n_tokens_content <= 390.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 1758->1759 1762 title_sentiment_polarity <= 0.175 gini = 0.08 samples = 24 value = [23, 1] class = default 1758->1762 1760 gini = 0.0 samples = 1 value = [1, 0] class = default 1759->1760 1761 gini = 0.0 samples = 3 value = [0, 3] class = no default 1759->1761 1763 gini = 0.0 samples = 21 value = [21, 0] class = default 1762->1763 1764 global_rate_negative_words <= 0.018 gini = 0.444 samples = 3 value = [2, 1] class = default 1762->1764 1765 gini = 0.0 samples = 1 value = [0, 1] class = no default 1764->1765 1766 gini = 0.0 samples = 2 value = [2, 0] class = default 1764->1766 1768 kw_avg_avg <= 1914.759 gini = 0.439 samples = 40 value = [13, 27] class = no default 1767->1768 1785 gini = 0.0 samples = 7 value = [7, 0] class = default 1767->1785 1769 gini = 0.0 samples = 3 value = [3, 0] class = default 1768->1769 1770 kw_min_avg <= 1578.615 gini = 0.394 samples = 37 value = [10, 27] class = no default 1768->1770 1771 LDA_02 <= 0.027 gini = 0.285 samples = 29 value = [5, 24] class = no default 1770->1771 1780 avg_negative_polarity <= -0.266 gini = 0.469 samples = 8 value = [5, 3] class = default 1770->1780 1772 gini = 0.0 samples = 2 value = [2, 0] class = default 1771->1772 1773 global_sentiment_polarity <= 0.114 gini = 0.198 samples = 27 value = [3, 24] class = no default 1771->1773 1774 global_rate_positive_words <= 0.025 gini = 0.077 samples = 25 value = [1, 24] class = no default 1773->1774 1779 gini = 0.0 samples = 2 value = [2, 0] class = default 1773->1779 1775 gini = 0.0 samples = 23 value = [0, 23] class = no default 1774->1775 1776 rate_negative_words <= 0.34 gini = 0.5 samples = 2 value = [1, 1] class = default 1774->1776 1777 gini = 0.0 samples = 1 value = [0, 1] class = no default 1776->1777 1778 gini = 0.0 samples = 1 value = [1, 0] class = default 1776->1778 1781 LDA_03 <= 0.04 gini = 0.375 samples = 4 value = [1, 3] class = no default 1780->1781 1784 gini = 0.0 samples = 4 value = [4, 0] class = default 1780->1784 1782 gini = 0.0 samples = 1 value = [1, 0] class = default 1781->1782 1783 gini = 0.0 samples = 3 value = [0, 3] class = no default 1781->1783 1787 self_reference_avg_sharess <= 2059.244 gini = 0.484 samples = 61 value = [25, 36] class = no default 1786->1787 1806 kw_avg_max <= 169885.555 gini = 0.458 samples = 1350 value = [870, 480] class = default 1786->1806 1788 gini = 0.0 samples = 7 value = [7, 0] class = default 1787->1788 1789 LDA_00 <= 0.502 gini = 0.444 samples = 54 value = [18, 36] class = no default 1787->1789 1790 global_sentiment_polarity <= 0.161 gini = 0.495 samples = 40 value = [18, 22] class = no default 1789->1790 1805 gini = 0.0 samples = 14 value = [0, 14] class = no default 1789->1805 1791 global_sentiment_polarity <= 0.11 gini = 0.437 samples = 31 value = [10, 21] class = no default 1790->1791 1802 LDA_01 <= 0.027 gini = 0.198 samples = 9 value = [8, 1] class = default 1790->1802 1792 LDA_02 <= 0.253 gini = 0.48 samples = 15 value = [9, 6] class = default 1791->1792 1799 kw_avg_avg <= 1741.736 gini = 0.117 samples = 16 value = [1, 15] class = no default 1791->1799 1793 gini = 0.0 samples = 6 value = [6, 0] class = default 1792->1793 1794 kw_max_avg <= 3598.339 gini = 0.444 samples = 9 value = [3, 6] class = no default 1792->1794 1795 num_videos <= 0.5 gini = 0.375 samples = 4 value = [3, 1] class = default 1794->1795 1798 gini = 0.0 samples = 5 value = [0, 5] class = no default 1794->1798 1796 gini = 0.0 samples = 3 value = [3, 0] class = default 1795->1796 1797 gini = 0.0 samples = 1 value = [0, 1] class = no default 1795->1797 1800 gini = 0.0 samples = 1 value = [1, 0] class = default 1799->1800 1801 gini = 0.0 samples = 15 value = [0, 15] class = no default 1799->1801 1803 gini = 0.0 samples = 1 value = [0, 1] class = no default 1802->1803 1804 gini = 0.0 samples = 8 value = [8, 0] class = default 1802->1804 1807 avg_positive_polarity <= 0.324 gini = 0.499 samples = 198 value = [103, 95] class = default 1806->1807 1882 weekday_is_tuesday <= 0.5 gini = 0.445 samples = 1152 value = [767, 385] class = default 1806->1882 1808 LDA_04 <= 0.029 gini = 0.406 samples = 53 value = [38, 15] class = default 1807->1808 1825 avg_negative_polarity <= -0.128 gini = 0.495 samples = 145 value = [65, 80] class = no default 1807->1825 1809 gini = 0.0 samples = 16 value = [16, 0] class = default 1808->1809 1810 global_rate_positive_words <= 0.035 gini = 0.482 samples = 37 value = [22, 15] class = default 1808->1810 1811 global_subjectivity <= 0.364 gini = 0.278 samples = 18 value = [15, 3] class = default 1810->1811 1816 title_sentiment_polarity <= -0.05 gini = 0.465 samples = 19 value = [7, 12] class = no default 1810->1816 1812 data_channel_is_world <= 0.5 gini = 0.48 samples = 5 value = [2, 3] class = no default 1811->1812 1815 gini = 0.0 samples = 13 value = [13, 0] class = default 1811->1815 1813 gini = 0.0 samples = 2 value = [2, 0] class = default 1812->1813 1814 gini = 0.0 samples = 3 value = [0, 3] class = no default 1812->1814 1817 gini = 0.0 samples = 3 value = [3, 0] class = default 1816->1817 1818 num_hrefs <= 31.5 gini = 0.375 samples = 16 value = [4, 12] class = no default 1816->1818 1819 average_token_length <= 4.502 gini = 0.245 samples = 14 value = [2, 12] class = no default 1818->1819 1824 gini = 0.0 samples = 2 value = [2, 0] class = default 1818->1824 1820 avg_negative_polarity <= -0.387 gini = 0.444 samples = 3 value = [2, 1] class = default 1819->1820 1823 gini = 0.0 samples = 11 value = [0, 11] class = no default 1819->1823 1821 gini = 0.0 samples = 1 value = [0, 1] class = no default 1820->1821 1822 gini = 0.0 samples = 2 value = [2, 0] class = default 1820->1822 1826 n_tokens_content <= 526.0 gini = 0.487 samples = 138 value = [58, 80] class = no default 1825->1826 1881 gini = 0.0 samples = 7 value = [7, 0] class = default 1825->1881 1827 global_rate_positive_words <= 0.058 gini = 0.343 samples = 50 value = [11, 39] class = no default 1826->1827 1846 kw_max_min <= 1450.0 gini = 0.498 samples = 88 value = [47, 41] class = default 1826->1846 1828 avg_positive_polarity <= 0.448 gini = 0.263 samples = 45 value = [7, 38] class = no default 1827->1828 1843 min_negative_polarity <= -0.7 gini = 0.32 samples = 5 value = [4, 1] class = default 1827->1843 1829 global_subjectivity <= 0.326 gini = 0.18 samples = 40 value = [4, 36] class = no default 1828->1829 1840 kw_max_avg <= 3865.664 gini = 0.48 samples = 5 value = [3, 2] class = default 1828->1840 1830 kw_max_min <= 1123.5 gini = 0.444 samples = 3 value = [2, 1] class = default 1829->1830 1833 kw_max_min <= 3350.0 gini = 0.102 samples = 37 value = [2, 35] class = no default 1829->1833 1831 gini = 0.0 samples = 2 value = [2, 0] class = default 1830->1831 1832 gini = 0.0 samples = 1 value = [0, 1] class = no default 1830->1832 1834 kw_avg_min <= 140.614 gini = 0.054 samples = 36 value = [1, 35] class = no default 1833->1834 1839 gini = 0.0 samples = 1 value = [1, 0] class = default 1833->1839 1835 kw_avg_avg <= 1771.182 gini = 0.375 samples = 4 value = [1, 3] class = no default 1834->1835 1838 gini = 0.0 samples = 32 value = [0, 32] class = no default 1834->1838 1836 gini = 0.0 samples = 1 value = [1, 0] class = default 1835->1836 1837 gini = 0.0 samples = 3 value = [0, 3] class = no default 1835->1837 1841 gini = 0.0 samples = 2 value = [0, 2] class = no default 1840->1841 1842 gini = 0.0 samples = 3 value = [3, 0] class = default 1840->1842 1844 gini = 0.0 samples = 1 value = [0, 1] class = no default 1843->1844 1845 gini = 0.0 samples = 4 value = [4, 0] class = default 1843->1845 1847 min_negative_polarity <= -0.757 gini = 0.495 samples = 73 value = [33, 40] class = no default 1846->1847 1878 average_token_length <= 5.045 gini = 0.124 samples = 15 value = [14, 1] class = default 1846->1878 1848 global_rate_positive_words <= 0.05 gini = 0.428 samples = 29 value = [20, 9] class = default 1847->1848 1859 num_self_hrefs <= 5.5 gini = 0.416 samples = 44 value = [13, 31] class = no default 1847->1859 1849 kw_avg_avg <= 2685.379 gini = 0.198 samples = 18 value = [16, 2] class = default 1848->1849 1854 abs_title_subjectivity <= 0.161 gini = 0.463 samples = 11 value = [4, 7] class = no default 1848->1854 1850 n_tokens_title <= 15.0 gini = 0.111 samples = 17 value = [16, 1] class = default 1849->1850 1853 gini = 0.0 samples = 1 value = [0, 1] class = no default 1849->1853 1851 gini = 0.0 samples = 16 value = [16, 0] class = default 1850->1851 1852 gini = 0.0 samples = 1 value = [0, 1] class = no default 1850->1852 1855 kw_min_max <= 253.5 gini = 0.32 samples = 5 value = [4, 1] class = default 1854->1855 1858 gini = 0.0 samples = 6 value = [0, 6] class = no default 1854->1858 1856 gini = 0.0 samples = 4 value = [4, 0] class = default 1855->1856 1857 gini = 0.0 samples = 1 value = [0, 1] class = no default 1855->1857 1860 LDA_03 <= 0.02 gini = 0.497 samples = 24 value = [11, 13] class = no default 1859->1860 1871 kw_avg_avg <= 2727.023 gini = 0.18 samples = 20 value = [2, 18] class = no default 1859->1871 1861 gini = 0.0 samples = 4 value = [4, 0] class = default 1860->1861 1862 timedelta <= 357.5 gini = 0.455 samples = 20 value = [7, 13] class = no default 1860->1862 1863 self_reference_min_shares <= 1091.0 gini = 0.18 samples = 10 value = [1, 9] class = no default 1862->1863 1866 avg_negative_polarity <= -0.218 gini = 0.48 samples = 10 value = [6, 4] class = default 1862->1866 1864 gini = 0.0 samples = 1 value = [1, 0] class = default 1863->1864 1865 gini = 0.0 samples = 9 value = [0, 9] class = no default 1863->1865 1867 gini = 0.0 samples = 5 value = [5, 0] class = default 1866->1867 1868 num_keywords <= 7.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 1866->1868 1869 gini = 0.0 samples = 1 value = [1, 0] class = default 1868->1869 1870 gini = 0.0 samples = 4 value = [0, 4] class = no default 1868->1870 1872 title_sentiment_polarity <= -0.116 gini = 0.1 samples = 19 value = [1, 18] class = no default 1871->1872 1877 gini = 0.0 samples = 1 value = [1, 0] class = default 1871->1877 1873 kw_avg_max <= 151252.781 gini = 0.5 samples = 2 value = [1, 1] class = default 1872->1873 1876 gini = 0.0 samples = 17 value = [0, 17] class = no default 1872->1876 1874 gini = 0.0 samples = 1 value = [0, 1] class = no default 1873->1874 1875 gini = 0.0 samples = 1 value = [1, 0] class = default 1873->1875 1879 gini = 0.0 samples = 14 value = [14, 0] class = default 1878->1879 1880 gini = 0.0 samples = 1 value = [0, 1] class = no default 1878->1880 1883 kw_avg_avg <= 2147.689 gini = 0.459 samples = 908 value = [584, 324] class = default 1882->1883 2190 LDA_01 <= 0.034 gini = 0.375 samples = 244 value = [183, 61] class = default 1882->2190 1884 num_videos <= 3.5 gini = 0.374 samples = 213 value = [160, 53] class = default 1883->1884 1955 global_rate_positive_words <= 0.027 gini = 0.476 samples = 695 value = [424, 271] class = default 1883->1955 1885 timedelta <= 138.0 gini = 0.356 samples = 207 value = [159, 48] class = default 1884->1885 1952 average_token_length <= 4.581 gini = 0.278 samples = 6 value = [1, 5] class = no default 1884->1952 1886 self_reference_min_shares <= 1500.0 gini = 0.48 samples = 50 value = [30, 20] class = default 1885->1886 1905 global_sentiment_polarity <= 0.255 gini = 0.293 samples = 157 value = [129, 28] class = default 1885->1905 1887 global_subjectivity <= 0.404 gini = 0.311 samples = 26 value = [21, 5] class = default 1886->1887 1894 LDA_02 <= 0.759 gini = 0.469 samples = 24 value = [9, 15] class = no default 1886->1894 1888 n_non_stop_unique_tokens <= 0.616 gini = 0.494 samples = 9 value = [4, 5] class = no default 1887->1888 1893 gini = 0.0 samples = 17 value = [17, 0] class = default 1887->1893 1889 kw_avg_avg <= 2131.521 gini = 0.32 samples = 5 value = [4, 1] class = default 1888->1889 1892 gini = 0.0 samples = 4 value = [0, 4] class = no default 1888->1892 1890 gini = 0.0 samples = 4 value = [4, 0] class = default 1889->1890 1891 gini = 0.0 samples = 1 value = [0, 1] class = no default 1889->1891 1895 title_sentiment_polarity <= -0.577 gini = 0.245 samples = 14 value = [2, 12] class = no default 1894->1895 1900 self_reference_min_shares <= 1950.0 gini = 0.42 samples = 10 value = [7, 3] class = default 1894->1900 1896 gini = 0.0 samples = 1 value = [1, 0] class = default 1895->1896 1897 self_reference_max_shares <= 2000.0 gini = 0.142 samples = 13 value = [1, 12] class = no default 1895->1897 1898 gini = 0.0 samples = 1 value = [1, 0] class = default 1897->1898 1899 gini = 0.0 samples = 12 value = [0, 12] class = no default 1897->1899 1901 gini = 0.0 samples = 2 value = [0, 2] class = no default 1900->1901 1902 kw_avg_avg <= 2091.003 gini = 0.219 samples = 8 value = [7, 1] class = default 1900->1902 1903 gini = 0.0 samples = 7 value = [7, 0] class = default 1902->1903 1904 gini = 0.0 samples = 1 value = [0, 1] class = no default 1902->1904 1906 num_keywords <= 8.5 gini = 0.267 samples = 151 value = [127, 24] class = default 1905->1906 1949 kw_avg_avg <= 2133.419 gini = 0.444 samples = 6 value = [2, 4] class = no default 1905->1949 1907 LDA_03 <= 0.202 gini = 0.177 samples = 102 value = [92, 10] class = default 1906->1907 1928 kw_min_max <= 927.5 gini = 0.408 samples = 49 value = [35, 14] class = default 1906->1928 1908 rate_negative_words <= 0.515 gini = 0.123 samples = 91 value = [85, 6] class = default 1907->1908 1923 avg_negative_polarity <= -0.248 gini = 0.463 samples = 11 value = [7, 4] class = default 1907->1923 1909 kw_max_avg <= 3260.997 gini = 0.105 samples = 90 value = [85, 5] class = default 1908->1909 1922 gini = 0.0 samples = 1 value = [0, 1] class = no default 1908->1922 1910 kw_max_avg <= 3257.47 gini = 0.375 samples = 12 value = [9, 3] class = default 1909->1910 1913 num_videos <= 2.5 gini = 0.05 samples = 78 value = [76, 2] class = default 1909->1913 1911 gini = 0.0 samples = 9 value = [9, 0] class = default 1910->1911 1912 gini = 0.0 samples = 3 value = [0, 3] class = no default 1910->1912 1914 title_sentiment_polarity <= -0.128 gini = 0.026 samples = 76 value = [75, 1] class = default 1913->1914 1919 min_negative_polarity <= -0.7 gini = 0.5 samples = 2 value = [1, 1] class = default 1913->1919 1915 weekday_is_wednesday <= 0.5 gini = 0.444 samples = 3 value = [2, 1] class = default 1914->1915 1918 gini = 0.0 samples = 73 value = [73, 0] class = default 1914->1918 1916 gini = 0.0 samples = 2 value = [2, 0] class = default 1915->1916 1917 gini = 0.0 samples = 1 value = [0, 1] class = no default 1915->1917 1920 gini = 0.0 samples = 1 value = [1, 0] class = default 1919->1920 1921 gini = 0.0 samples = 1 value = [0, 1] class = no default 1919->1921 1924 kw_avg_min <= 334.559 gini = 0.32 samples = 5 value = [1, 4] class = no default 1923->1924 1927 gini = 0.0 samples = 6 value = [6, 0] class = default 1923->1927 1925 gini = 0.0 samples = 4 value = [0, 4] class = no default 1924->1925 1926 gini = 0.0 samples = 1 value = [1, 0] class = default 1924->1926 1929 num_self_hrefs <= 6.5 gini = 0.364 samples = 46 value = [35, 11] class = default 1928->1929 1948 gini = 0.0 samples = 3 value = [0, 3] class = no default 1928->1948 1930 avg_positive_polarity <= 0.219 gini = 0.283 samples = 41 value = [34, 7] class = default 1929->1930 1945 title_sentiment_polarity <= -0.131 gini = 0.32 samples = 5 value = [1, 4] class = no default 1929->1945 1931 gini = 0.0 samples = 2 value = [0, 2] class = no default 1930->1931 1932 kw_avg_min <= 381.562 gini = 0.224 samples = 39 value = [34, 5] class = default 1930->1932 1933 LDA_02 <= 0.865 gini = 0.117 samples = 32 value = [30, 2] class = default 1932->1933 1942 rate_negative_words <= 0.301 gini = 0.49 samples = 7 value = [4, 3] class = default 1932->1942 1934 kw_avg_avg <= 1675.922 gini = 0.064 samples = 30 value = [29, 1] class = default 1933->1934 1939 min_positive_polarity <= 0.075 gini = 0.5 samples = 2 value = [1, 1] class = default 1933->1939 1935 LDA_01 <= 0.02 gini = 0.32 samples = 5 value = [4, 1] class = default 1934->1935 1938 gini = 0.0 samples = 25 value = [25, 0] class = default 1934->1938 1936 gini = 0.0 samples = 1 value = [0, 1] class = no default 1935->1936 1937 gini = 0.0 samples = 4 value = [4, 0] class = default 1935->1937 1940 gini = 0.0 samples = 1 value = [1, 0] class = default 1939->1940 1941 gini = 0.0 samples = 1 value = [0, 1] class = no default 1939->1941 1943 gini = 0.0 samples = 3 value = [0, 3] class = no default 1942->1943 1944 gini = 0.0 samples = 4 value = [4, 0] class = default 1942->1944 1946 gini = 0.0 samples = 1 value = [1, 0] class = default 1945->1946 1947 gini = 0.0 samples = 4 value = [0, 4] class = no default 1945->1947 1950 gini = 0.0 samples = 4 value = [0, 4] class = no default 1949->1950 1951 gini = 0.0 samples = 2 value = [2, 0] class = default 1949->1951 1953 gini = 0.0 samples = 1 value = [1, 0] class = default 1952->1953 1954 gini = 0.0 samples = 5 value = [0, 5] class = no default 1952->1954 1956 global_rate_negative_words <= 0.01 gini = 0.305 samples = 16 value = [3, 13] class = no default 1955->1956 1959 data_channel_is_entertainment <= 0.5 gini = 0.471 samples = 679 value = [421, 258] class = default 1955->1959 1957 gini = 0.0 samples = 3 value = [3, 0] class = default 1956->1957 1958 gini = 0.0 samples = 13 value = [0, 13] class = no default 1956->1958 1960 title_sentiment_polarity <= -0.003 gini = 0.486 samples = 508 value = [297, 211] class = default 1959->1960 2141 global_subjectivity <= 0.59 gini = 0.399 samples = 171 value = [124, 47] class = default 1959->2141 1961 abs_title_sentiment_polarity <= 0.225 gini = 0.351 samples = 75 value = [58, 17] class = default 1960->1961 1982 LDA_02 <= 0.022 gini = 0.495 samples = 433 value = [239, 194] class = default 1960->1982 1962 self_reference_min_shares <= 2850.0 gini = 0.153 samples = 48 value = [44, 4] class = default 1961->1962 1971 self_reference_min_shares <= 1050.0 gini = 0.499 samples = 27 value = [14, 13] class = default 1961->1971 1963 rate_negative_words <= 0.465 gini = 0.085 samples = 45 value = [43, 2] class = default 1962->1963 1968 n_unique_tokens <= 0.608 gini = 0.444 samples = 3 value = [1, 2] class = no default 1962->1968 1964 self_reference_avg_sharess <= 33893.4 gini = 0.044 samples = 44 value = [43, 1] class = default 1963->1964 1967 gini = 0.0 samples = 1 value = [0, 1] class = no default 1963->1967 1965 gini = 0.0 samples = 43 value = [43, 0] class = default 1964->1965 1966 gini = 0.0 samples = 1 value = [0, 1] class = no default 1964->1966 1969 gini = 0.0 samples = 2 value = [0, 2] class = no default 1968->1969 1970 gini = 0.0 samples = 1 value = [1, 0] class = default 1968->1970 1972 n_unique_tokens <= 0.541 gini = 0.355 samples = 13 value = [10, 3] class = default 1971->1972 1977 n_tokens_content <= 376.0 gini = 0.408 samples = 14 value = [4, 10] class = no default 1971->1977 1973 gini = 0.0 samples = 9 value = [9, 0] class = default 1972->1973 1974 num_keywords <= 5.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 1972->1974 1975 gini = 0.0 samples = 3 value = [0, 3] class = no default 1974->1975 1976 gini = 0.0 samples = 1 value = [1, 0] class = default 1974->1976 1978 gini = 0.0 samples = 3 value = [3, 0] class = default 1977->1978 1979 LDA_03 <= 0.021 gini = 0.165 samples = 11 value = [1, 10] class = no default 1977->1979 1980 gini = 0.0 samples = 1 value = [1, 0] class = default 1979->1980 1981 gini = 0.0 samples = 10 value = [0, 10] class = no default 1979->1981 1983 LDA_03 <= 0.02 gini = 0.278 samples = 18 value = [3, 15] class = no default 1982->1983 1990 LDA_04 <= 0.033 gini = 0.491 samples = 415 value = [236, 179] class = default 1982->1990 1984 gini = 0.0 samples = 1 value = [1, 0] class = default 1983->1984 1985 kw_avg_max <= 349014.844 gini = 0.208 samples = 17 value = [2, 15] class = no default 1983->1985 1986 global_sentiment_polarity <= 0.058 gini = 0.117 samples = 16 value = [1, 15] class = no default 1985->1986 1989 gini = 0.0 samples = 1 value = [1, 0] class = default 1985->1989 1987 gini = 0.0 samples = 1 value = [1, 0] class = default 1986->1987 1988 gini = 0.0 samples = 15 value = [0, 15] class = no default 1986->1988 1991 kw_max_avg <= 4426.564 gini = 0.435 samples = 122 value = [83, 39] class = default 1990->1991 2030 global_rate_positive_words <= 0.03 gini = 0.499 samples = 293 value = [153, 140] class = default 1990->2030 1992 avg_positive_polarity <= 0.349 gini = 0.383 samples = 93 value = [69, 24] class = default 1991->1992 2021 self_reference_max_shares <= 5850.0 gini = 0.499 samples = 29 value = [14, 15] class = no default 1991->2021 1993 kw_avg_avg <= 2155.696 gini = 0.19 samples = 47 value = [42, 5] class = default 1992->1993 2000 global_rate_negative_words <= 0.016 gini = 0.485 samples = 46 value = [27, 19] class = default 1992->2000 1994 gini = 0.0 samples = 2 value = [0, 2] class = no default 1993->1994 1995 self_reference_avg_sharess <= 6845.25 gini = 0.124 samples = 45 value = [42, 3] class = default 1993->1995 1996 gini = 0.0 samples = 40 value = [40, 0] class = default 1995->1996 1997 LDA_02 <= 0.241 gini = 0.48 samples = 5 value = [2, 3] class = no default 1995->1997 1998 gini = 0.0 samples = 2 value = [2, 0] class = default 1997->1998 1999 gini = 0.0 samples = 3 value = [0, 3] class = no default 1997->1999 2001 n_tokens_title <= 7.5 gini = 0.366 samples = 29 value = [22, 7] class = default 2000->2001 2014 n_unique_tokens <= 0.56 gini = 0.415 samples = 17 value = [5, 12] class = no default 2000->2014 2002 gini = 0.0 samples = 2 value = [0, 2] class = no default 2001->2002 2003 LDA_04 <= 0.033 gini = 0.302 samples = 27 value = [22, 5] class = default 2001->2003 2004 timedelta <= 570.5 gini = 0.159 samples = 23 value = [21, 2] class = default 2003->2004 2011 self_reference_max_shares <= 4200.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 2003->2011 2005 kw_avg_min <= 364.688 gini = 0.087 samples = 22 value = [21, 1] class = default 2004->2005 2010 gini = 0.0 samples = 1 value = [0, 1] class = no default 2004->2010 2006 gini = 0.0 samples = 20 value = [20, 0] class = default 2005->2006 2007 avg_negative_polarity <= -0.25 gini = 0.5 samples = 2 value = [1, 1] class = default 2005->2007 2008 gini = 0.0 samples = 1 value = [1, 0] class = default 2007->2008 2009 gini = 0.0 samples = 1 value = [0, 1] class = no default 2007->2009 2012 gini = 0.0 samples = 3 value = [0, 3] class = no default 2011->2012 2013 gini = 0.0 samples = 1 value = [1, 0] class = default 2011->2013 2015 n_unique_tokens <= 0.394 gini = 0.153 samples = 12 value = [1, 11] class = no default 2014->2015 2018 n_tokens_content <= 186.0 gini = 0.32 samples = 5 value = [4, 1] class = default 2014->2018 2016 gini = 0.0 samples = 1 value = [1, 0] class = default 2015->2016 2017 gini = 0.0 samples = 11 value = [0, 11] class = no default 2015->2017 2019 gini = 0.0 samples = 1 value = [0, 1] class = no default 2018->2019 2020 gini = 0.0 samples = 4 value = [4, 0] class = default 2018->2020 2022 global_rate_positive_words <= 0.029 gini = 0.219 samples = 16 value = [2, 14] class = no default 2021->2022 2027 LDA_00 <= 0.02 gini = 0.142 samples = 13 value = [12, 1] class = default 2021->2027 2023 gini = 0.0 samples = 1 value = [1, 0] class = default 2022->2023 2024 kw_max_min <= 313.0 gini = 0.124 samples = 15 value = [1, 14] class = no default 2022->2024 2025 gini = 0.0 samples = 1 value = [1, 0] class = default 2024->2025 2026 gini = 0.0 samples = 14 value = [0, 14] class = no default 2024->2026 2028 gini = 0.0 samples = 1 value = [0, 1] class = no default 2027->2028 2029 gini = 0.0 samples = 12 value = [12, 0] class = default 2027->2029 2031 kw_max_avg <= 3800.017 gini = 0.34 samples = 23 value = [18, 5] class = default 2030->2031 2038 title_subjectivity <= 0.867 gini = 0.5 samples = 270 value = [135, 135] class = default 2030->2038 2032 self_reference_min_shares <= 354.5 gini = 0.111 samples = 17 value = [16, 1] class = default 2031->2032 2035 avg_negative_polarity <= -0.28 gini = 0.444 samples = 6 value = [2, 4] class = no default 2031->2035 2033 gini = 0.0 samples = 1 value = [0, 1] class = no default 2032->2033 2034 gini = 0.0 samples = 16 value = [16, 0] class = default 2032->2034 2036 gini = 0.0 samples = 4 value = [0, 4] class = no default 2035->2036 2037 gini = 0.0 samples = 2 value = [2, 0] class = default 2035->2037 2039 average_token_length <= 5.089 gini = 0.499 samples = 257 value = [124, 133] class = no default 2038->2039 2138 rate_negative_words <= 0.368 gini = 0.26 samples = 13 value = [11, 2] class = default 2038->2138 2040 LDA_04 <= 0.033 gini = 0.5 samples = 246 value = [123, 123] class = default 2039->2040 2135 LDA_03 <= 0.02 gini = 0.165 samples = 11 value = [1, 10] class = no default 2039->2135 2041 gini = 0.0 samples = 6 value = [0, 6] class = no default 2040->2041 2042 avg_negative_polarity <= -0.417 gini = 0.5 samples = 240 value = [123, 117] class = default 2040->2042 2043 num_self_hrefs <= 1.5 gini = 0.32 samples = 15 value = [3, 12] class = no default 2042->2043 2050 kw_avg_max <= 402225.0 gini = 0.498 samples = 225 value = [120, 105] class = default 2042->2050 2044 n_non_stop_unique_tokens <= 0.744 gini = 0.444 samples = 3 value = [2, 1] class = default 2043->2044 2047 timedelta <= 19.0 gini = 0.153 samples = 12 value = [1, 11] class = no default 2043->2047 2045 gini = 0.0 samples = 2 value = [2, 0] class = default 2044->2045 2046 gini = 0.0 samples = 1 value = [0, 1] class = no default 2044->2046 2048 gini = 0.0 samples = 1 value = [1, 0] class = default 2047->2048 2049 gini = 0.0 samples = 11 value = [0, 11] class = no default 2047->2049 2051 avg_positive_polarity <= 0.241 gini = 0.5 samples = 197 value = [99, 98] class = default 2050->2051 2124 global_rate_positive_words <= 0.031 gini = 0.375 samples = 28 value = [21, 7] class = default 2050->2124 2052 gini = 0.0 samples = 8 value = [8, 0] class = default 2051->2052 2053 global_subjectivity <= 0.451 gini = 0.499 samples = 189 value = [91, 98] class = no default 2051->2053 2054 kw_max_avg <= 3654.72 gini = 0.495 samples = 118 value = [65, 53] class = default 2053->2054 2099 LDA_03 <= 0.148 gini = 0.464 samples = 71 value = [26, 45] class = no default 2053->2099 2055 n_tokens_content <= 972.5 gini = 0.498 samples = 81 value = [38, 43] class = no default 2054->2055 2086 global_subjectivity <= 0.346 gini = 0.394 samples = 37 value = [27, 10] class = default 2054->2086 2056 self_reference_avg_sharess <= 4083.333 gini = 0.498 samples = 70 value = [37, 33] class = default 2055->2056 2083 global_subjectivity <= 0.43 gini = 0.165 samples = 11 value = [1, 10] class = no default 2055->2083 2057 timedelta <= 435.0 gini = 0.493 samples = 50 value = [22, 28] class = no default 2056->2057 2076 avg_positive_polarity <= 0.285 gini = 0.375 samples = 20 value = [15, 5] class = default 2056->2076 2058 n_non_stop_unique_tokens <= 0.626 gini = 0.43 samples = 32 value = [10, 22] class = no default 2057->2058 2069 average_token_length <= 4.61 gini = 0.444 samples = 18 value = [12, 6] class = default 2057->2069 2059 gini = 0.0 samples = 3 value = [3, 0] class = default 2058->2059 2060 LDA_01 <= 0.05 gini = 0.366 samples = 29 value = [7, 22] class = no default 2058->2060 2061 rate_negative_words <= 0.414 gini = 0.165 samples = 22 value = [2, 20] class = no default 2060->2061 2066 self_reference_max_shares <= 5600.0 gini = 0.408 samples = 7 value = [5, 2] class = default 2060->2066 2062 gini = 0.0 samples = 19 value = [0, 19] class = no default 2061->2062 2063 n_unique_tokens <= 0.544 gini = 0.444 samples = 3 value = [2, 1] class = default 2061->2063 2064 gini = 0.0 samples = 2 value = [2, 0] class = default 2063->2064 2065 gini = 0.0 samples = 1 value = [0, 1] class = no default 2063->2065 2067 gini = 0.0 samples = 5 value = [5, 0] class = default 2066->2067 2068 gini = 0.0 samples = 2 value = [0, 2] class = no default 2066->2068 2070 LDA_03 <= 0.212 gini = 0.18 samples = 10 value = [9, 1] class = default 2069->2070 2073 LDA_02 <= 0.04 gini = 0.469 samples = 8 value = [3, 5] class = no default 2069->2073 2071 gini = 0.0 samples = 9 value = [9, 0] class = default 2070->2071 2072 gini = 0.0 samples = 1 value = [0, 1] class = no default 2070->2072 2074 gini = 0.0 samples = 3 value = [3, 0] class = default 2073->2074 2075 gini = 0.0 samples = 5 value = [0, 5] class = no default 2073->2075 2077 gini = 0.0 samples = 2 value = [0, 2] class = no default 2076->2077 2078 LDA_00 <= 0.028 gini = 0.278 samples = 18 value = [15, 3] class = default 2076->2078 2079 gini = 0.0 samples = 2 value = [0, 2] class = no default 2078->2079 2080 n_unique_tokens <= 0.641 gini = 0.117 samples = 16 value = [15, 1] class = default 2078->2080 2081 gini = 0.0 samples = 15 value = [15, 0] class = default 2080->2081 2082 gini = 0.0 samples = 1 value = [0, 1] class = no default 2080->2082 2084 gini = 0.0 samples = 10 value = [0, 10] class = no default 2083->2084 2085 gini = 0.0 samples = 1 value = [1, 0] class = default 2083->2085 2087 gini = 0.0 samples = 4 value = [0, 4] class = no default 2086->2087 2088 data_channel_is_lifestyle <= 0.5 gini = 0.298 samples = 33 value = [27, 6] class = default 2086->2088 2089 n_non_stop_unique_tokens <= 0.627 gini = 0.225 samples = 31 value = [27, 4] class = default 2088->2089 2098 gini = 0.0 samples = 2 value = [0, 2] class = no default 2088->2098 2090 num_imgs <= 6.5 gini = 0.5 samples = 6 value = [3, 3] class = default 2089->2090 2093 kw_avg_avg <= 2242.004 gini = 0.077 samples = 25 value = [24, 1] class = default 2089->2093 2091 gini = 0.0 samples = 3 value = [0, 3] class = no default 2090->2091 2092 gini = 0.0 samples = 3 value = [3, 0] class = default 2090->2092 2094 LDA_03 <= 0.028 gini = 0.5 samples = 2 value = [1, 1] class = default 2093->2094 2097 gini = 0.0 samples = 23 value = [23, 0] class = default 2093->2097 2095 gini = 0.0 samples = 1 value = [0, 1] class = no default 2094->2095 2096 gini = 0.0 samples = 1 value = [1, 0] class = default 2094->2096 2100 LDA_01 <= 0.343 gini = 0.421 samples = 63 value = [19, 44] class = no default 2099->2100 2121 title_sentiment_polarity <= 0.408 gini = 0.219 samples = 8 value = [7, 1] class = default 2099->2121 2101 global_sentiment_polarity <= 0.212 gini = 0.391 samples = 60 value = [16, 44] class = no default 2100->2101 2120 gini = 0.0 samples = 3 value = [3, 0] class = default 2100->2120 2102 num_videos <= 0.5 gini = 0.3 samples = 49 value = [9, 40] class = no default 2101->2102 2115 kw_avg_min <= 154.074 gini = 0.463 samples = 11 value = [7, 4] class = default 2101->2115 2103 num_imgs <= 12.5 gini = 0.176 samples = 41 value = [4, 37] class = no default 2102->2103 2112 average_token_length <= 4.469 gini = 0.469 samples = 8 value = [5, 3] class = default 2102->2112 2104 kw_avg_min <= 120.849 gini = 0.139 samples = 40 value = [3, 37] class = no default 2103->2104 2111 gini = 0.0 samples = 1 value = [1, 0] class = default 2103->2111 2105 n_tokens_title <= 8.5 gini = 0.397 samples = 11 value = [3, 8] class = no default 2104->2105 2110 gini = 0.0 samples = 29 value = [0, 29] class = no default 2104->2110 2106 gini = 0.0 samples = 2 value = [2, 0] class = default 2105->2106 2107 num_hrefs <= 3.5 gini = 0.198 samples = 9 value = [1, 8] class = no default 2105->2107 2108 gini = 0.0 samples = 1 value = [1, 0] class = default 2107->2108 2109 gini = 0.0 samples = 8 value = [0, 8] class = no default 2107->2109 2113 gini = 0.0 samples = 3 value = [0, 3] class = no default 2112->2113 2114 gini = 0.0 samples = 5 value = [5, 0] class = default 2112->2114 2116 gini = 0.0 samples = 3 value = [0, 3] class = no default 2115->2116 2117 LDA_01 <= 0.2 gini = 0.219 samples = 8 value = [7, 1] class = default 2115->2117 2118 gini = 0.0 samples = 7 value = [7, 0] class = default 2117->2118 2119 gini = 0.0 samples = 1 value = [0, 1] class = no default 2117->2119 2122 gini = 0.0 samples = 7 value = [7, 0] class = default 2121->2122 2123 gini = 0.0 samples = 1 value = [0, 1] class = no default 2121->2123 2125 gini = 0.0 samples = 3 value = [0, 3] class = no default 2124->2125 2126 n_tokens_title <= 8.5 gini = 0.269 samples = 25 value = [21, 4] class = default 2124->2126 2127 title_subjectivity <= 0.7 gini = 0.444 samples = 3 value = [1, 2] class = no default 2126->2127 2130 global_rate_positive_words <= 0.058 gini = 0.165 samples = 22 value = [20, 2] class = default 2126->2130 2128 gini = 0.0 samples = 2 value = [0, 2] class = no default 2127->2128 2129 gini = 0.0 samples = 1 value = [1, 0] class = default 2127->2129 2131 kw_max_avg <= 5326.986 gini = 0.091 samples = 21 value = [20, 1] class = default 2130->2131 2134 gini = 0.0 samples = 1 value = [0, 1] class = no default 2130->2134 2132 gini = 0.0 samples = 20 value = [20, 0] class = default 2131->2132 2133 gini = 0.0 samples = 1 value = [0, 1] class = no default 2131->2133 2136 gini = 0.0 samples = 1 value = [1, 0] class = default 2135->2136 2137 gini = 0.0 samples = 10 value = [0, 10] class = no default 2135->2137 2139 gini = 0.0 samples = 11 value = [11, 0] class = default 2138->2139 2140 gini = 0.0 samples = 2 value = [0, 2] class = no default 2138->2140 2142 abs_title_subjectivity <= 0.096 gini = 0.37 samples = 163 value = [123, 40] class = default 2141->2142 2187 kw_avg_min <= 313.7 gini = 0.219 samples = 8 value = [1, 7] class = no default 2141->2187 2143 n_tokens_title <= 14.5 gini = 0.061 samples = 32 value = [31, 1] class = default 2142->2143 2146 kw_min_avg <= 1599.683 gini = 0.418 samples = 131 value = [92, 39] class = default 2142->2146 2144 gini = 0.0 samples = 31 value = [31, 0] class = default 2143->2144 2145 gini = 0.0 samples = 1 value = [0, 1] class = no default 2143->2145 2147 rate_positive_words <= 0.576 gini = 0.463 samples = 99 value = [63, 36] class = default 2146->2147 2178 n_tokens_title <= 14.0 gini = 0.17 samples = 32 value = [29, 3] class = default 2146->2178 2148 global_rate_negative_words <= 0.044 gini = 0.408 samples = 14 value = [4, 10] class = no default 2147->2148 2155 average_token_length <= 4.788 gini = 0.425 samples = 85 value = [59, 26] class = default 2147->2155 2149 kw_avg_avg <= 2721.119 gini = 0.18 samples = 10 value = [1, 9] class = no default 2148->2149 2152 avg_positive_polarity <= 0.461 gini = 0.375 samples = 4 value = [3, 1] class = default 2148->2152 2150 gini = 0.0 samples = 9 value = [0, 9] class = no default 2149->2150 2151 gini = 0.0 samples = 1 value = [1, 0] class = default 2149->2151 2153 gini = 0.0 samples = 3 value = [3, 0] class = default 2152->2153 2154 gini = 0.0 samples = 1 value = [0, 1] class = no default 2152->2154 2156 abs_title_sentiment_polarity <= 0.675 gini = 0.344 samples = 68 value = [53, 15] class = default 2155->2156 2173 min_negative_polarity <= -0.356 gini = 0.457 samples = 17 value = [6, 11] class = no default 2155->2173 2157 kw_max_min <= 53.0 gini = 0.301 samples = 65 value = [53, 12] class = default 2156->2157 2172 gini = 0.0 samples = 3 value = [0, 3] class = no default 2156->2172 2158 gini = 0.0 samples = 3 value = [0, 3] class = no default 2157->2158 2159 self_reference_min_shares <= 433.0 gini = 0.248 samples = 62 value = [53, 9] class = default 2157->2159 2160 gini = 0.0 samples = 2 value = [0, 2] class = no default 2159->2160 2161 self_reference_avg_sharess <= 9117.333 gini = 0.206 samples = 60 value = [53, 7] class = default 2159->2161 2162 max_positive_polarity <= 0.417 gini = 0.109 samples = 52 value = [49, 3] class = default 2161->2162 2169 kw_max_min <= 848.5 gini = 0.5 samples = 8 value = [4, 4] class = default 2161->2169 2163 gini = 0.0 samples = 1 value = [0, 1] class = no default 2162->2163 2164 LDA_00 <= 0.02 gini = 0.075 samples = 51 value = [49, 2] class = default 2162->2164 2165 self_reference_max_shares <= 6250.0 gini = 0.5 samples = 4 value = [2, 2] class = default 2164->2165 2168 gini = 0.0 samples = 47 value = [47, 0] class = default 2164->2168 2166 gini = 0.0 samples = 2 value = [0, 2] class = no default 2165->2166 2167 gini = 0.0 samples = 2 value = [2, 0] class = default 2165->2167 2170 gini = 0.0 samples = 4 value = [0, 4] class = no default 2169->2170 2171 gini = 0.0 samples = 4 value = [4, 0] class = default 2169->2171 2174 kw_max_min <= 225.0 gini = 0.153 samples = 12 value = [1, 11] class = no default 2173->2174 2177 gini = 0.0 samples = 5 value = [5, 0] class = default 2173->2177 2175 gini = 0.0 samples = 1 value = [1, 0] class = default 2174->2175 2176 gini = 0.0 samples = 11 value = [0, 11] class = no default 2174->2176 2179 kw_max_avg <= 3590.739 gini = 0.121 samples = 31 value = [29, 2] class = default 2178->2179 2186 gini = 0.0 samples = 1 value = [0, 1] class = no default 2178->2186 2180 average_token_length <= 4.22 gini = 0.064 samples = 30 value = [29, 1] class = default 2179->2180 2185 gini = 0.0 samples = 1 value = [0, 1] class = no default 2179->2185 2181 timedelta <= 458.5 gini = 0.5 samples = 2 value = [1, 1] class = default 2180->2181 2184 gini = 0.0 samples = 28 value = [28, 0] class = default 2180->2184 2182 gini = 0.0 samples = 1 value = [1, 0] class = default 2181->2182 2183 gini = 0.0 samples = 1 value = [0, 1] class = no default 2181->2183 2188 gini = 0.0 samples = 7 value = [0, 7] class = no default 2187->2188 2189 gini = 0.0 samples = 1 value = [1, 0] class = default 2187->2189 2191 n_tokens_content <= 552.5 gini = 0.453 samples = 127 value = [83, 44] class = default 2190->2191 2236 LDA_04 <= 0.022 gini = 0.248 samples = 117 value = [100, 17] class = default 2190->2236 2192 kw_avg_max <= 294958.328 gini = 0.34 samples = 69 value = [54, 15] class = default 2191->2192 2211 title_sentiment_polarity <= 0.152 gini = 0.5 samples = 58 value = [29, 29] class = default 2191->2211 2193 self_reference_avg_sharess <= 8162.5 gini = 0.194 samples = 55 value = [49, 6] class = default 2192->2193 2206 LDA_00 <= 0.466 gini = 0.459 samples = 14 value = [5, 9] class = no default 2192->2206 2194 avg_negative_polarity <= -0.05 gini = 0.14 samples = 53 value = [49, 4] class = default 2193->2194 2205 gini = 0.0 samples = 2 value = [0, 2] class = no default 2193->2205 2195 avg_positive_polarity <= 0.516 gini = 0.109 samples = 52 value = [49, 3] class = default 2194->2195 2204 gini = 0.0 samples = 1 value = [0, 1] class = no default 2194->2204 2196 timedelta <= 44.0 gini = 0.075 samples = 51 value = [49, 2] class = default 2195->2196 2203 gini = 0.0 samples = 1 value = [0, 1] class = no default 2195->2203 2197 gini = 0.0 samples = 1 value = [0, 1] class = no default 2196->2197 2198 average_token_length <= 4.376 gini = 0.039 samples = 50 value = [49, 1] class = default 2196->2198 2199 kw_max_avg <= 3430.91 gini = 0.5 samples = 2 value = [1, 1] class = default 2198->2199 2202 gini = 0.0 samples = 48 value = [48, 0] class = default 2198->2202 2200 gini = 0.0 samples = 1 value = [1, 0] class = default 2199->2200 2201 gini = 0.0 samples = 1 value = [0, 1] class = no default 2199->2201 2207 rate_positive_words <= 0.501 gini = 0.278 samples = 6 value = [5, 1] class = default 2206->2207 2210 gini = 0.0 samples = 8 value = [0, 8] class = no default 2206->2210 2208 gini = 0.0 samples = 1 value = [0, 1] class = no default 2207->2208 2209 gini = 0.0 samples = 5 value = [5, 0] class = default 2207->2209 2212 kw_max_min <= 254.0 gini = 0.482 samples = 42 value = [25, 17] class = default 2211->2212 2229 global_sentiment_polarity <= 0.209 gini = 0.375 samples = 16 value = [4, 12] class = no default 2211->2229 2213 min_negative_polarity <= -0.333 gini = 0.278 samples = 6 value = [1, 5] class = no default 2212->2213 2216 n_unique_tokens <= 0.531 gini = 0.444 samples = 36 value = [24, 12] class = default 2212->2216 2214 gini = 0.0 samples = 5 value = [0, 5] class = no default 2213->2214 2215 gini = 0.0 samples = 1 value = [1, 0] class = default 2213->2215 2217 avg_negative_polarity <= -0.196 gini = 0.397 samples = 33 value = [24, 9] class = default 2216->2217 2228 gini = 0.0 samples = 3 value = [0, 3] class = no default 2216->2228 2218 kw_max_avg <= 4124.652 gini = 0.269 samples = 25 value = [21, 4] class = default 2217->2218 2225 kw_avg_min <= 160.175 gini = 0.469 samples = 8 value = [3, 5] class = no default 2217->2225 2219 LDA_04 <= 0.021 gini = 0.095 samples = 20 value = [19, 1] class = default 2218->2219 2222 min_positive_polarity <= 0.042 gini = 0.48 samples = 5 value = [2, 3] class = no default 2218->2222 2220 gini = 0.0 samples = 1 value = [0, 1] class = no default 2219->2220 2221 gini = 0.0 samples = 19 value = [19, 0] class = default 2219->2221 2223 gini = 0.0 samples = 2 value = [2, 0] class = default 2222->2223 2224 gini = 0.0 samples = 3 value = [0, 3] class = no default 2222->2224 2226 gini = 0.0 samples = 3 value = [3, 0] class = default 2225->2226 2227 gini = 0.0 samples = 5 value = [0, 5] class = no default 2225->2227 2230 kw_avg_avg <= 2650.42 gini = 0.245 samples = 14 value = [2, 12] class = no default 2229->2230 2235 gini = 0.0 samples = 2 value = [2, 0] class = default 2229->2235 2231 gini = 0.0 samples = 11 value = [0, 11] class = no default 2230->2231 2232 avg_negative_polarity <= -0.305 gini = 0.444 samples = 3 value = [2, 1] class = default 2230->2232 2233 gini = 0.0 samples = 1 value = [0, 1] class = no default 2232->2233 2234 gini = 0.0 samples = 2 value = [2, 0] class = default 2232->2234 2237 n_non_stop_unique_tokens <= 0.654 gini = 0.469 samples = 8 value = [3, 5] class = no default 2236->2237 2240 global_subjectivity <= 0.284 gini = 0.196 samples = 109 value = [97, 12] class = default 2236->2240 2238 gini = 0.0 samples = 5 value = [0, 5] class = no default 2237->2238 2239 gini = 0.0 samples = 3 value = [3, 0] class = default 2237->2239 2241 gini = 0.0 samples = 2 value = [0, 2] class = no default 2240->2241 2242 kw_avg_min <= 9.0 gini = 0.169 samples = 107 value = [97, 10] class = default 2240->2242 2243 LDA_04 <= 0.045 gini = 0.5 samples = 6 value = [3, 3] class = default 2242->2243 2246 average_token_length <= 4.403 gini = 0.129 samples = 101 value = [94, 7] class = default 2242->2246 2244 gini = 0.0 samples = 3 value = [3, 0] class = default 2243->2244 2245 gini = 0.0 samples = 3 value = [0, 3] class = no default 2243->2245 2247 avg_positive_polarity <= 0.352 gini = 0.48 samples = 10 value = [6, 4] class = default 2246->2247 2252 LDA_02 <= 0.82 gini = 0.064 samples = 91 value = [88, 3] class = default 2246->2252 2248 gini = 0.0 samples = 3 value = [0, 3] class = no default 2247->2248 2249 kw_avg_avg <= 2037.006 gini = 0.245 samples = 7 value = [6, 1] class = default 2247->2249 2250 gini = 0.0 samples = 1 value = [0, 1] class = no default 2249->2250 2251 gini = 0.0 samples = 6 value = [6, 0] class = default 2249->2251 2253 self_reference_avg_sharess <= 21625.0 gini = 0.023 samples = 86 value = [85, 1] class = default 2252->2253 2258 global_rate_positive_words <= 0.04 gini = 0.48 samples = 5 value = [3, 2] class = default 2252->2258 2254 gini = 0.0 samples = 84 value = [84, 0] class = default 2253->2254 2255 self_reference_max_shares <= 73150.0 gini = 0.5 samples = 2 value = [1, 1] class = default 2253->2255 2256 gini = 0.0 samples = 1 value = [0, 1] class = no default 2255->2256 2257 gini = 0.0 samples = 1 value = [1, 0] class = default 2255->2257 2259 gini = 0.0 samples = 3 value = [3, 0] class = default 2258->2259 2260 gini = 0.0 samples = 2 value = [0, 2] class = no default 2258->2260 2262 kw_min_avg <= 2174.172 gini = 0.449 samples = 308 value = [203, 105] class = default 2261->2262 2367 avg_negative_polarity <= -0.24 gini = 0.5 samples = 677 value = [338, 339] class = no default 2261->2367 2263 kw_max_avg <= 4567.074 gini = 0.437 samples = 295 value = [200, 95] class = default 2262->2263 2362 kw_avg_max <= 405337.5 gini = 0.355 samples = 13 value = [3, 10] class = no default 2262->2362 2264 n_non_stop_unique_tokens <= 0.6 gini = 0.403 samples = 243 value = [175, 68] class = default 2263->2264 2343 kw_avg_max <= 268140.0 gini = 0.499 samples = 52 value = [25, 27] class = no default 2263->2343 2265 kw_min_avg <= 857.375 gini = 0.483 samples = 27 value = [11, 16] class = no default 2264->2265 2276 global_rate_negative_words <= 0.013 gini = 0.366 samples = 216 value = [164, 52] class = default 2264->2276 2266 n_unique_tokens <= 0.473 gini = 0.332 samples = 19 value = [4, 15] class = no default 2265->2266 2273 num_imgs <= 22.0 gini = 0.219 samples = 8 value = [7, 1] class = default 2265->2273 2267 average_token_length <= 5.197 gini = 0.124 samples = 15 value = [1, 14] class = no default 2266->2267 2270 kw_max_min <= 714.5 gini = 0.375 samples = 4 value = [3, 1] class = default 2266->2270 2268 gini = 0.0 samples = 14 value = [0, 14] class = no default 2267->2268 2269 gini = 0.0 samples = 1 value = [1, 0] class = default 2267->2269 2271 gini = 0.0 samples = 3 value = [3, 0] class = default 2270->2271 2272 gini = 0.0 samples = 1 value = [0, 1] class = no default 2270->2272 2274 gini = 0.0 samples = 7 value = [7, 0] class = default 2273->2274 2275 gini = 0.0 samples = 1 value = [0, 1] class = no default 2273->2275 2277 self_reference_min_shares <= 3150.0 gini = 0.061 samples = 32 value = [31, 1] class = default 2276->2277 2280 avg_positive_polarity <= 0.128 gini = 0.401 samples = 184 value = [133, 51] class = default 2276->2280 2278 gini = 0.0 samples = 1 value = [0, 1] class = no default 2277->2278 2279 gini = 0.0 samples = 31 value = [31, 0] class = default 2277->2279 2281 gini = 0.0 samples = 3 value = [0, 3] class = no default 2280->2281 2282 global_sentiment_polarity <= -0.006 gini = 0.39 samples = 181 value = [133, 48] class = default 2280->2282 2283 global_rate_negative_words <= 0.014 gini = 0.225 samples = 62 value = [54, 8] class = default 2282->2283 2294 global_subjectivity <= 0.338 gini = 0.446 samples = 119 value = [79, 40] class = default 2282->2294 2284 gini = 0.0 samples = 2 value = [0, 2] class = no default 2283->2284 2285 weekday_is_tuesday <= 0.5 gini = 0.18 samples = 60 value = [54, 6] class = default 2283->2285 2286 LDA_00 <= 0.853 gini = 0.043 samples = 45 value = [44, 1] class = default 2285->2286 2289 self_reference_avg_sharess <= 4700.0 gini = 0.444 samples = 15 value = [10, 5] class = default 2285->2289 2287 gini = 0.0 samples = 44 value = [44, 0] class = default 2286->2287 2288 gini = 0.0 samples = 1 value = [0, 1] class = no default 2286->2288 2290 gini = 0.0 samples = 3 value = [0, 3] class = no default 2289->2290 2291 self_reference_max_shares <= 18700.0 gini = 0.278 samples = 12 value = [10, 2] class = default 2289->2291 2292 gini = 0.0 samples = 10 value = [10, 0] class = default 2291->2292 2293 gini = 0.0 samples = 2 value = [0, 2] class = no default 2291->2293 2295 kw_min_avg <= 1607.715 gini = 0.495 samples = 29 value = [13, 16] class = no default 2294->2295 2308 self_reference_avg_sharess <= 12050.0 gini = 0.391 samples = 90 value = [66, 24] class = default 2294->2308 2296 avg_negative_polarity <= -0.218 gini = 0.434 samples = 22 value = [7, 15] class = no default 2295->2296 2305 max_positive_polarity <= 0.8 gini = 0.245 samples = 7 value = [6, 1] class = default 2295->2305 2297 avg_positive_polarity <= 0.252 gini = 0.444 samples = 9 value = [6, 3] class = default 2296->2297 2302 max_negative_polarity <= -0.161 gini = 0.142 samples = 13 value = [1, 12] class = no default 2296->2302 2298 gini = 0.0 samples = 5 value = [5, 0] class = default 2297->2298 2299 abs_title_sentiment_polarity <= 0.218 gini = 0.375 samples = 4 value = [1, 3] class = no default 2297->2299 2300 gini = 0.0 samples = 3 value = [0, 3] class = no default 2299->2300 2301 gini = 0.0 samples = 1 value = [1, 0] class = default 2299->2301 2303 gini = 0.0 samples = 1 value = [1, 0] class = default 2302->2303 2304 gini = 0.0 samples = 12 value = [0, 12] class = no default 2302->2304 2306 gini = 0.0 samples = 6 value = [6, 0] class = default 2305->2306 2307 gini = 0.0 samples = 1 value = [0, 1] class = no default 2305->2307 2309 LDA_01 <= 0.02 gini = 0.31 samples = 73 value = [59, 14] class = default 2308->2309 2334 LDA_00 <= 0.109 gini = 0.484 samples = 17 value = [7, 10] class = no default 2308->2334 2310 global_subjectivity <= 0.397 gini = 0.444 samples = 6 value = [2, 4] class = no default 2309->2310 2313 kw_max_min <= 294.0 gini = 0.254 samples = 67 value = [57, 10] class = default 2309->2313 2311 gini = 0.0 samples = 2 value = [2, 0] class = default 2310->2311 2312 gini = 0.0 samples = 4 value = [0, 4] class = no default 2310->2312 2314 num_imgs <= 1.5 gini = 0.48 samples = 15 value = [9, 6] class = default 2313->2314 2321 kw_avg_min <= 638.278 gini = 0.142 samples = 52 value = [48, 4] class = default 2313->2321 2315 n_unique_tokens <= 0.601 gini = 0.444 samples = 9 value = [3, 6] class = no default 2314->2315 2320 gini = 0.0 samples = 6 value = [6, 0] class = default 2314->2320 2316 gini = 0.0 samples = 5 value = [0, 5] class = no default 2315->2316 2317 kw_avg_avg <= 1718.424 gini = 0.375 samples = 4 value = [3, 1] class = default 2315->2317 2318 gini = 0.0 samples = 1 value = [0, 1] class = no default 2317->2318 2319 gini = 0.0 samples = 3 value = [3, 0] class = default 2317->2319 2322 avg_negative_polarity <= -0.141 gini = 0.111 samples = 51 value = [48, 3] class = default 2321->2322 2333 gini = 0.0 samples = 1 value = [0, 1] class = no default 2321->2333 2323 global_rate_negative_words <= 0.016 gini = 0.077 samples = 50 value = [48, 2] class = default 2322->2323 2332 gini = 0.0 samples = 1 value = [0, 1] class = no default 2322->2332 2324 kw_avg_min <= 275.65 gini = 0.5 samples = 2 value = [1, 1] class = default 2323->2324 2327 LDA_04 <= 0.025 gini = 0.041 samples = 48 value = [47, 1] class = default 2323->2327 2325 gini = 0.0 samples = 1 value = [1, 0] class = default 2324->2325 2326 gini = 0.0 samples = 1 value = [0, 1] class = no default 2324->2326 2328 LDA_04 <= 0.025 gini = 0.375 samples = 4 value = [3, 1] class = default 2327->2328 2331 gini = 0.0 samples = 44 value = [44, 0] class = default 2327->2331 2329 gini = 0.0 samples = 3 value = [3, 0] class = default 2328->2329 2330 gini = 0.0 samples = 1 value = [0, 1] class = no default 2328->2330 2335 avg_negative_polarity <= -0.283 gini = 0.298 samples = 11 value = [2, 9] class = no default 2334->2335 2340 weekday_is_friday <= 0.5 gini = 0.278 samples = 6 value = [5, 1] class = default 2334->2340 2336 gini = 0.0 samples = 8 value = [0, 8] class = no default 2335->2336 2337 n_tokens_content <= 640.5 gini = 0.444 samples = 3 value = [2, 1] class = default 2335->2337 2338 gini = 0.0 samples = 2 value = [2, 0] class = default 2337->2338 2339 gini = 0.0 samples = 1 value = [0, 1] class = no default 2337->2339 2341 gini = 0.0 samples = 5 value = [5, 0] class = default 2340->2341 2342 gini = 0.0 samples = 1 value = [0, 1] class = no default 2340->2342 2344 timedelta <= 175.5 gini = 0.467 samples = 35 value = [22, 13] class = default 2343->2344 2357 kw_avg_avg <= 2668.365 gini = 0.291 samples = 17 value = [3, 14] class = no default 2343->2357 2345 global_rate_positive_words <= 0.022 gini = 0.426 samples = 13 value = [4, 9] class = no default 2344->2345 2350 kw_max_avg <= 4662.639 gini = 0.298 samples = 22 value = [18, 4] class = default 2344->2350 2346 self_reference_min_shares <= 4250.0 gini = 0.32 samples = 5 value = [4, 1] class = default 2345->2346 2349 gini = 0.0 samples = 8 value = [0, 8] class = no default 2345->2349 2347 gini = 0.0 samples = 1 value = [0, 1] class = no default 2346->2347 2348 gini = 0.0 samples = 4 value = [4, 0] class = default 2346->2348 2351 avg_negative_polarity <= -0.417 gini = 0.375 samples = 4 value = [1, 3] class = no default 2350->2351 2354 num_self_hrefs <= 4.5 gini = 0.105 samples = 18 value = [17, 1] class = default 2350->2354 2352 gini = 0.0 samples = 1 value = [1, 0] class = default 2351->2352 2353 gini = 0.0 samples = 3 value = [0, 3] class = no default 2351->2353 2355 gini = 0.0 samples = 17 value = [17, 0] class = default 2354->2355 2356 gini = 0.0 samples = 1 value = [0, 1] class = no default 2354->2356 2358 gini = 0.0 samples = 11 value = [0, 11] class = no default 2357->2358 2359 average_token_length <= 4.668 gini = 0.5 samples = 6 value = [3, 3] class = default 2357->2359 2360 gini = 0.0 samples = 3 value = [0, 3] class = no default 2359->2360 2361 gini = 0.0 samples = 3 value = [3, 0] class = default 2359->2361 2363 gini = 0.0 samples = 9 value = [0, 9] class = no default 2362->2363 2364 kw_min_avg <= 2474.28 gini = 0.375 samples = 4 value = [3, 1] class = default 2362->2364 2365 gini = 0.0 samples = 3 value = [3, 0] class = default 2364->2365 2366 gini = 0.0 samples = 1 value = [0, 1] class = no default 2364->2366 2368 min_positive_polarity <= 0.042 gini = 0.49 samples = 317 value = [136, 181] class = no default 2367->2368 2483 kw_avg_max <= 225725.891 gini = 0.493 samples = 360 value = [202, 158] class = default 2367->2483 2369 global_rate_negative_words <= 0.024 gini = 0.355 samples = 65 value = [15, 50] class = no default 2368->2369 2388 LDA_00 <= 0.033 gini = 0.499 samples = 252 value = [121, 131] class = no default 2368->2388 2370 global_rate_positive_words <= 0.066 gini = 0.296 samples = 61 value = [11, 50] class = no default 2369->2370 2387 gini = 0.0 samples = 4 value = [4, 0] class = default 2369->2387 2371 kw_avg_max <= 162644.445 gini = 0.238 samples = 58 value = [8, 50] class = no default 2370->2371 2386 gini = 0.0 samples = 3 value = [3, 0] class = default 2370->2386 2372 avg_positive_polarity <= 0.42 gini = 0.444 samples = 3 value = [2, 1] class = default 2371->2372 2375 n_tokens_title <= 13.5 gini = 0.194 samples = 55 value = [6, 49] class = no default 2371->2375 2373 gini = 0.0 samples = 2 value = [2, 0] class = default 2372->2373 2374 gini = 0.0 samples = 1 value = [0, 1] class = no default 2372->2374 2376 average_token_length <= 4.239 gini = 0.115 samples = 49 value = [3, 46] class = no default 2375->2376 2383 self_reference_min_shares <= 5150.0 gini = 0.5 samples = 6 value = [3, 3] class = default 2375->2383 2377 gini = 0.0 samples = 1 value = [1, 0] class = default 2376->2377 2378 kw_max_avg <= 3448.594 gini = 0.08 samples = 48 value = [2, 46] class = no default 2376->2378 2379 average_token_length <= 4.669 gini = 0.444 samples = 6 value = [2, 4] class = no default 2378->2379 2382 gini = 0.0 samples = 42 value = [0, 42] class = no default 2378->2382 2380 gini = 0.0 samples = 2 value = [2, 0] class = default 2379->2380 2381 gini = 0.0 samples = 4 value = [0, 4] class = no default 2379->2381 2384 gini = 0.0 samples = 3 value = [3, 0] class = default 2383->2384 2385 gini = 0.0 samples = 3 value = [0, 3] class = no default 2383->2385 2389 n_tokens_content <= 1507.5 gini = 0.462 samples = 91 value = [33, 58] class = no default 2388->2389 2422 kw_avg_max <= 254275.0 gini = 0.496 samples = 161 value = [88, 73] class = default 2388->2422 2390 abs_title_sentiment_polarity <= 0.071 gini = 0.439 samples = 86 value = [28, 58] class = no default 2389->2390 2421 gini = 0.0 samples = 5 value = [5, 0] class = default 2389->2421 2391 min_negative_polarity <= -0.45 gini = 0.495 samples = 51 value = [23, 28] class = no default 2390->2391 2410 kw_min_max <= 4150.0 gini = 0.245 samples = 35 value = [5, 30] class = no default 2390->2410 2392 kw_avg_avg <= 2724.663 gini = 0.47 samples = 45 value = [17, 28] class = no default 2391->2392 2409 gini = 0.0 samples = 6 value = [6, 0] class = default 2391->2409 2393 n_non_stop_unique_tokens <= 0.707 gini = 0.498 samples = 36 value = [17, 19] class = no default 2392->2393 2408 gini = 0.0 samples = 9 value = [0, 9] class = no default 2392->2408 2394 timedelta <= 234.5 gini = 0.423 samples = 23 value = [7, 16] class = no default 2393->2394 2403 n_unique_tokens <= 0.604 gini = 0.355 samples = 13 value = [10, 3] class = default 2393->2403 2395 num_hrefs <= 4.5 gini = 0.48 samples = 10 value = [6, 4] class = default 2394->2395 2400 num_imgs <= 0.5 gini = 0.142 samples = 13 value = [1, 12] class = no default 2394->2400 2396 gini = 0.0 samples = 3 value = [0, 3] class = no default 2395->2396 2397 average_token_length <= 4.951 gini = 0.245 samples = 7 value = [6, 1] class = default 2395->2397 2398 gini = 0.0 samples = 6 value = [6, 0] class = default 2397->2398 2399 gini = 0.0 samples = 1 value = [0, 1] class = no default 2397->2399 2401 gini = 0.0 samples = 1 value = [1, 0] class = default 2400->2401 2402 gini = 0.0 samples = 12 value = [0, 12] class = no default 2400->2402 2404 gini = 0.0 samples = 9 value = [9, 0] class = default 2403->2404 2405 LDA_01 <= 0.025 gini = 0.375 samples = 4 value = [1, 3] class = no default 2403->2405 2406 gini = 0.0 samples = 1 value = [1, 0] class = default 2405->2406 2407 gini = 0.0 samples = 3 value = [0, 3] class = no default 2405->2407 2411 rate_positive_words <= 0.87 gini = 0.165 samples = 33 value = [3, 30] class = no default 2410->2411 2420 gini = 0.0 samples = 2 value = [2, 0] class = default 2410->2420 2412 kw_max_avg <= 3338.99 gini = 0.117 samples = 32 value = [2, 30] class = no default 2411->2412 2419 gini = 0.0 samples = 1 value = [1, 0] class = default 2411->2419 2413 gini = 0.0 samples = 1 value = [1, 0] class = default 2412->2413 2414 LDA_03 <= 0.758 gini = 0.062 samples = 31 value = [1, 30] class = no default 2412->2414 2415 gini = 0.0 samples = 29 value = [0, 29] class = no default 2414->2415 2416 max_negative_polarity <= -0.098 gini = 0.5 samples = 2 value = [1, 1] class = default 2414->2416 2417 gini = 0.0 samples = 1 value = [1, 0] class = default 2416->2417 2418 gini = 0.0 samples = 1 value = [0, 1] class = no default 2416->2418 2423 LDA_02 <= 0.283 gini = 0.428 samples = 71 value = [49, 22] class = default 2422->2423 2450 global_rate_positive_words <= 0.05 gini = 0.491 samples = 90 value = [39, 51] class = no default 2422->2450 2424 LDA_02 <= 0.022 gini = 0.295 samples = 39 value = [32, 7] class = default 2423->2424 2437 abs_title_sentiment_polarity <= 0.284 gini = 0.498 samples = 32 value = [17, 15] class = default 2423->2437 2425 global_rate_negative_words <= 0.015 gini = 0.444 samples = 6 value = [2, 4] class = no default 2424->2425 2428 kw_max_min <= 2600.0 gini = 0.165 samples = 33 value = [30, 3] class = default 2424->2428 2426 gini = 0.0 samples = 2 value = [2, 0] class = default 2425->2426 2427 gini = 0.0 samples = 4 value = [0, 4] class = no default 2425->2427 2429 kw_min_avg <= 2035.501 gini = 0.117 samples = 32 value = [30, 2] class = default 2428->2429 2436 gini = 0.0 samples = 1 value = [0, 1] class = no default 2428->2436 2430 global_sentiment_polarity <= 0.294 gini = 0.062 samples = 31 value = [30, 1] class = default 2429->2430 2435 gini = 0.0 samples = 1 value = [0, 1] class = no default 2429->2435 2431 gini = 0.0 samples = 29 value = [29, 0] class = default 2430->2431 2432 avg_negative_polarity <= -0.267 gini = 0.5 samples = 2 value = [1, 1] class = default 2430->2432 2433 gini = 0.0 samples = 1 value = [0, 1] class = no default 2432->2433 2434 gini = 0.0 samples = 1 value = [1, 0] class = default 2432->2434 2438 kw_max_min <= 883.5 gini = 0.466 samples = 27 value = [17, 10] class = default 2437->2438 2449 gini = 0.0 samples = 5 value = [0, 5] class = no default 2437->2449 2439 self_reference_max_shares <= 14000.0 gini = 0.363 samples = 21 value = [16, 5] class = default 2438->2439 2446 kw_max_min <= 3100.0 gini = 0.278 samples = 6 value = [1, 5] class = no default 2438->2446 2440 self_reference_max_shares <= 4250.0 gini = 0.266 samples = 19 value = [16, 3] class = default 2439->2440 2445 gini = 0.0 samples = 2 value = [0, 2] class = no default 2439->2445 2441 self_reference_max_shares <= 3450.0 gini = 0.5 samples = 6 value = [3, 3] class = default 2440->2441 2444 gini = 0.0 samples = 13 value = [13, 0] class = default 2440->2444 2442 gini = 0.0 samples = 3 value = [3, 0] class = default 2441->2442 2443 gini = 0.0 samples = 3 value = [0, 3] class = no default 2441->2443 2447 gini = 0.0 samples = 5 value = [0, 5] class = no default 2446->2447 2448 gini = 0.0 samples = 1 value = [1, 0] class = default 2446->2448 2451 LDA_03 <= 0.041 gini = 0.453 samples = 72 value = [25, 47] class = no default 2450->2451 2478 n_non_stop_unique_tokens <= 0.674 gini = 0.346 samples = 18 value = [14, 4] class = default 2450->2478 2452 LDA_04 <= 0.362 gini = 0.348 samples = 49 value = [11, 38] class = no default 2451->2452 2469 average_token_length <= 4.398 gini = 0.476 samples = 23 value = [14, 9] class = default 2451->2469 2453 min_negative_polarity <= -0.95 gini = 0.273 samples = 43 value = [7, 36] class = no default 2452->2453 2466 n_unique_tokens <= 0.502 gini = 0.444 samples = 6 value = [4, 2] class = default 2452->2466 2454 title_subjectivity <= 0.025 gini = 0.494 samples = 9 value = [4, 5] class = no default 2453->2454 2459 n_non_stop_unique_tokens <= 0.647 gini = 0.161 samples = 34 value = [3, 31] class = no default 2453->2459 2455 timedelta <= 18.0 gini = 0.32 samples = 5 value = [4, 1] class = default 2454->2455 2458 gini = 0.0 samples = 4 value = [0, 4] class = no default 2454->2458 2456 gini = 0.0 samples = 1 value = [0, 1] class = no default 2455->2456 2457 gini = 0.0 samples = 4 value = [4, 0] class = default 2455->2457 2460 max_positive_polarity <= 0.8 gini = 0.444 samples = 3 value = [2, 1] class = default 2459->2460 2463 LDA_00 <= 0.853 gini = 0.062 samples = 31 value = [1, 30] class = no default 2459->2463 2461 gini = 0.0 samples = 2 value = [2, 0] class = default 2460->2461 2462 gini = 0.0 samples = 1 value = [0, 1] class = no default 2460->2462 2464 gini = 0.0 samples = 30 value = [0, 30] class = no default 2463->2464 2465 gini = 0.0 samples = 1 value = [1, 0] class = default 2463->2465 2467 gini = 0.0 samples = 2 value = [0, 2] class = no default 2466->2467 2468 gini = 0.0 samples = 4 value = [4, 0] class = default 2466->2468 2470 gini = 0.0 samples = 4 value = [0, 4] class = no default 2469->2470 2471 LDA_03 <= 0.233 gini = 0.388 samples = 19 value = [14, 5] class = default 2469->2471 2472 kw_avg_avg <= 2020.17 gini = 0.142 samples = 13 value = [12, 1] class = default 2471->2472 2475 kw_avg_avg <= 2534.975 gini = 0.444 samples = 6 value = [2, 4] class = no default 2471->2475 2473 gini = 0.0 samples = 1 value = [0, 1] class = no default 2472->2473 2474 gini = 0.0 samples = 12 value = [12, 0] class = default 2472->2474 2476 gini = 0.0 samples = 2 value = [2, 0] class = default 2475->2476 2477 gini = 0.0 samples = 4 value = [0, 4] class = no default 2475->2477 2479 weekday_is_thursday <= 0.5 gini = 0.444 samples = 6 value = [2, 4] class = no default 2478->2479 2482 gini = 0.0 samples = 12 value = [12, 0] class = default 2478->2482 2480 gini = 0.0 samples = 4 value = [0, 4] class = no default 2479->2480 2481 gini = 0.0 samples = 2 value = [2, 0] class = default 2479->2481 2484 average_token_length <= 4.662 gini = 0.496 samples = 140 value = [64, 76] class = no default 2483->2484 2527 timedelta <= 32.0 gini = 0.468 samples = 220 value = [138, 82] class = default 2483->2527 2485 avg_positive_polarity <= 0.511 gini = 0.472 samples = 63 value = [39, 24] class = default 2484->2485 2504 LDA_02 <= 0.9 gini = 0.439 samples = 77 value = [25, 52] class = no default 2484->2504 2486 n_unique_tokens <= 0.576 gini = 0.423 samples = 56 value = [39, 17] class = default 2485->2486 2503 gini = 0.0 samples = 7 value = [0, 7] class = no default 2485->2503 2487 abs_title_subjectivity <= 0.388 gini = 0.496 samples = 33 value = [18, 15] class = default 2486->2487 2498 LDA_01 <= 0.02 gini = 0.159 samples = 23 value = [21, 2] class = default 2486->2498 2488 abs_title_subjectivity <= 0.125 gini = 0.32 samples = 10 value = [2, 8] class = no default 2487->2488 2491 global_rate_positive_words <= 0.046 gini = 0.423 samples = 23 value = [16, 7] class = default 2487->2491 2489 gini = 0.0 samples = 2 value = [2, 0] class = default 2488->2489 2490 gini = 0.0 samples = 8 value = [0, 8] class = no default 2488->2490 2492 kw_avg_avg <= 1795.373 gini = 0.133 samples = 14 value = [13, 1] class = default 2491->2492 2495 min_positive_polarity <= 0.048 gini = 0.444 samples = 9 value = [3, 6] class = no default 2491->2495 2493 gini = 0.0 samples = 1 value = [0, 1] class = no default 2492->2493 2494 gini = 0.0 samples = 13 value = [13, 0] class = default 2492->2494 2496 gini = 0.0 samples = 3 value = [3, 0] class = default 2495->2496 2497 gini = 0.0 samples = 6 value = [0, 6] class = no default 2495->2497 2499 gini = 0.0 samples = 1 value = [0, 1] class = no default 2498->2499 2500 max_negative_polarity <= -0.177 gini = 0.087 samples = 22 value = [21, 1] class = default 2498->2500 2501 gini = 0.0 samples = 1 value = [0, 1] class = no default 2500->2501 2502 gini = 0.0 samples = 21 value = [21, 0] class = default 2500->2502 2505 timedelta <= 78.0 gini = 0.392 samples = 71 value = [19, 52] class = no default 2504->2505 2526 gini = 0.0 samples = 6 value = [6, 0] class = default 2504->2526 2506 avg_negative_polarity <= -0.229 gini = 0.278 samples = 6 value = [5, 1] class = default 2505->2506 2509 global_rate_negative_words <= 0.009 gini = 0.338 samples = 65 value = [14, 51] class = no default 2505->2509 2507 gini = 0.0 samples = 1 value = [0, 1] class = no default 2506->2507 2508 gini = 0.0 samples = 5 value = [5, 0] class = default 2506->2508 2510 kw_avg_max <= 121125.0 gini = 0.074 samples = 26 value = [1, 25] class = no default 2509->2510 2513 LDA_04 <= 0.247 gini = 0.444 samples = 39 value = [13, 26] class = no default 2509->2513 2511 gini = 0.0 samples = 1 value = [1, 0] class = default 2510->2511 2512 gini = 0.0 samples = 25 value = [0, 25] class = no default 2510->2512 2514 kw_max_min <= 641.5 gini = 0.5 samples = 26 value = [13, 13] class = default 2513->2514 2525 gini = 0.0 samples = 13 value = [0, 13] class = no default 2513->2525 2515 self_reference_min_shares <= 28400.0 gini = 0.18 samples = 10 value = [9, 1] class = default 2514->2515 2518 n_tokens_content <= 583.5 gini = 0.375 samples = 16 value = [4, 12] class = no default 2514->2518 2516 gini = 0.0 samples = 9 value = [9, 0] class = default 2515->2516 2517 gini = 0.0 samples = 1 value = [0, 1] class = no default 2515->2517 2519 avg_negative_polarity <= -0.23 gini = 0.153 samples = 12 value = [1, 11] class = no default 2518->2519 2522 max_negative_polarity <= -0.058 gini = 0.375 samples = 4 value = [3, 1] class = default 2518->2522 2520 gini = 0.0 samples = 1 value = [1, 0] class = default 2519->2520 2521 gini = 0.0 samples = 11 value = [0, 11] class = no default 2519->2521 2523 gini = 0.0 samples = 3 value = [3, 0] class = default 2522->2523 2524 gini = 0.0 samples = 1 value = [0, 1] class = no default 2522->2524 2528 global_subjectivity <= 0.547 gini = 0.278 samples = 12 value = [2, 10] class = no default 2527->2528 2533 min_positive_polarity <= 0.163 gini = 0.453 samples = 208 value = [136, 72] class = default 2527->2533 2529 global_rate_negative_words <= 0.034 gini = 0.165 samples = 11 value = [1, 10] class = no default 2528->2529 2532 gini = 0.0 samples = 1 value = [1, 0] class = default 2528->2532 2530 gini = 0.0 samples = 10 value = [0, 10] class = no default 2529->2530 2531 gini = 0.0 samples = 1 value = [1, 0] class = default 2529->2531 2534 kw_avg_avg <= 2773.05 gini = 0.471 samples = 187 value = [116, 71] class = default 2533->2534 2601 self_reference_max_shares <= 51300.0 gini = 0.091 samples = 21 value = [20, 1] class = default 2533->2601 2535 n_non_stop_unique_tokens <= 0.623 gini = 0.456 samples = 176 value = [114, 62] class = default 2534->2535 2598 title_sentiment_polarity <= 0.55 gini = 0.298 samples = 11 value = [2, 9] class = no default 2534->2598 2536 kw_avg_min <= 184.492 gini = 0.487 samples = 31 value = [13, 18] class = no default 2535->2536 2551 kw_avg_min <= 49.932 gini = 0.423 samples = 145 value = [101, 44] class = default 2535->2551 2537 kw_min_avg <= 1462.371 gini = 0.408 samples = 14 value = [10, 4] class = default 2536->2537 2544 num_self_hrefs <= 4.5 gini = 0.291 samples = 17 value = [3, 14] class = no default 2536->2544 2538 self_reference_min_shares <= 13900.0 gini = 0.278 samples = 12 value = [10, 2] class = default 2537->2538 2543 gini = 0.0 samples = 2 value = [0, 2] class = no default 2537->2543 2539 gini = 0.0 samples = 9 value = [9, 0] class = default 2538->2539 2540 global_subjectivity <= 0.376 gini = 0.444 samples = 3 value = [1, 2] class = no default 2538->2540 2541 gini = 0.0 samples = 1 value = [1, 0] class = default 2540->2541 2542 gini = 0.0 samples = 2 value = [0, 2] class = no default 2540->2542 2545 num_keywords <= 5.0 gini = 0.124 samples = 15 value = [1, 14] class = no default 2544->2545 2550 gini = 0.0 samples = 2 value = [2, 0] class = default 2544->2550 2546 kw_max_min <= 826.5 gini = 0.5 samples = 2 value = [1, 1] class = default 2545->2546 2549 gini = 0.0 samples = 13 value = [0, 13] class = no default 2545->2549 2547 gini = 0.0 samples = 1 value = [0, 1] class = no default 2546->2547 2548 gini = 0.0 samples = 1 value = [1, 0] class = default 2546->2548 2552 LDA_00 <= 0.04 gini = 0.494 samples = 27 value = [12, 15] class = no default 2551->2552 2565 num_hrefs <= 16.5 gini = 0.371 samples = 118 value = [89, 29] class = default 2551->2565 2553 timedelta <= 513.0 gini = 0.219 samples = 8 value = [7, 1] class = default 2552->2553 2556 avg_negative_polarity <= -0.226 gini = 0.388 samples = 19 value = [5, 14] class = no default 2552->2556 2554 gini = 0.0 samples = 7 value = [7, 0] class = default 2553->2554 2555 gini = 0.0 samples = 1 value = [0, 1] class = no default 2553->2555 2557 gini = 0.0 samples = 2 value = [2, 0] class = default 2556->2557 2558 num_hrefs <= 1.5 gini = 0.291 samples = 17 value = [3, 14] class = no default 2556->2558 2559 gini = 0.0 samples = 1 value = [1, 0] class = default 2558->2559 2560 n_tokens_content <= 267.5 gini = 0.219 samples = 16 value = [2, 14] class = no default 2558->2560 2561 global_sentiment_polarity <= 0.168 gini = 0.5 samples = 4 value = [2, 2] class = default 2560->2561 2564 gini = 0.0 samples = 12 value = [0, 12] class = no default 2560->2564 2562 gini = 0.0 samples = 2 value = [2, 0] class = default 2561->2562 2563 gini = 0.0 samples = 2 value = [0, 2] class = no default 2561->2563 2566 kw_avg_max <= 276070.828 gini = 0.35 samples = 115 value = [89, 26] class = default 2565->2566 2597 gini = 0.0 samples = 3 value = [0, 3] class = no default 2565->2597 2567 LDA_01 <= 0.02 gini = 0.153 samples = 48 value = [44, 4] class = default 2566->2567 2574 LDA_01 <= 0.033 gini = 0.441 samples = 67 value = [45, 22] class = default 2566->2574 2568 gini = 0.0 samples = 1 value = [0, 1] class = no default 2567->2568 2569 num_videos <= 0.5 gini = 0.12 samples = 47 value = [44, 3] class = default 2567->2569 2570 gini = 0.0 samples = 39 value = [39, 0] class = default 2569->2570 2571 global_sentiment_polarity <= 0.149 gini = 0.469 samples = 8 value = [5, 3] class = default 2569->2571 2572 gini = 0.0 samples = 3 value = [0, 3] class = no default 2571->2572 2573 gini = 0.0 samples = 5 value = [5, 0] class = default 2571->2573 2575 kw_max_avg <= 5803.516 gini = 0.111 samples = 17 value = [16, 1] class = default 2574->2575 2578 num_keywords <= 4.5 gini = 0.487 samples = 50 value = [29, 21] class = default 2574->2578 2576 gini = 0.0 samples = 16 value = [16, 0] class = default 2575->2576 2577 gini = 0.0 samples = 1 value = [0, 1] class = no default 2575->2577 2579 data_channel_is_bus <= 0.5 gini = 0.231 samples = 15 value = [13, 2] class = default 2578->2579 2584 kw_avg_min <= 345.0 gini = 0.496 samples = 35 value = [16, 19] class = no default 2578->2584 2580 global_subjectivity <= 0.454 gini = 0.444 samples = 3 value = [1, 2] class = no default 2579->2580 2583 gini = 0.0 samples = 12 value = [12, 0] class = default 2579->2583 2581 gini = 0.0 samples = 1 value = [1, 0] class = default 2580->2581 2582 gini = 0.0 samples = 2 value = [0, 2] class = no default 2580->2582 2585 kw_max_min <= 578.5 gini = 0.452 samples = 29 value = [10, 19] class = no default 2584->2585 2596 gini = 0.0 samples = 6 value = [6, 0] class = default 2584->2596 2586 n_tokens_content <= 263.0 gini = 0.492 samples = 16 value = [9, 7] class = default 2585->2586 2593 avg_positive_polarity <= 0.403 gini = 0.142 samples = 13 value = [1, 12] class = no default 2585->2593 2587 gini = 0.0 samples = 6 value = [6, 0] class = default 2586->2587 2588 num_hrefs <= 2.5 gini = 0.42 samples = 10 value = [3, 7] class = no default 2586->2588 2589 gini = 0.0 samples = 2 value = [2, 0] class = default 2588->2589 2590 avg_positive_polarity <= 0.457 gini = 0.219 samples = 8 value = [1, 7] class = no default 2588->2590 2591 gini = 0.0 samples = 7 value = [0, 7] class = no default 2590->2591 2592 gini = 0.0 samples = 1 value = [1, 0] class = default 2590->2592 2594 gini = 0.0 samples = 12 value = [0, 12] class = no default 2593->2594 2595 gini = 0.0 samples = 1 value = [1, 0] class = default 2593->2595 2599 gini = 0.0 samples = 9 value = [0, 9] class = no default 2598->2599 2600 gini = 0.0 samples = 2 value = [2, 0] class = default 2598->2600 2602 gini = 0.0 samples = 20 value = [20, 0] class = default 2601->2602 2603 gini = 0.0 samples = 1 value = [0, 1] class = no default 2601->2603 2605 num_hrefs <= 10.5 gini = 0.44 samples = 202 value = [66, 136] class = no default 2604->2605 2678 n_tokens_content <= 286.0 gini = 0.497 samples = 126 value = [68, 58] class = default 2604->2678 2606 self_reference_min_shares <= 927.5 gini = 0.493 samples = 107 value = [47, 60] class = no default 2605->2606 2643 kw_avg_avg <= 2153.67 gini = 0.32 samples = 95 value = [19, 76] class = no default 2605->2643 2607 avg_positive_polarity <= 0.263 gini = 0.401 samples = 18 value = [13, 5] class = default 2606->2607 2612 global_subjectivity <= 0.443 gini = 0.472 samples = 89 value = [34, 55] class = no default 2606->2612 2608 gini = 0.0 samples = 3 value = [0, 3] class = no default 2607->2608 2609 kw_avg_max <= 136051.668 gini = 0.231 samples = 15 value = [13, 2] class = default 2607->2609 2610 gini = 0.0 samples = 2 value = [0, 2] class = no default 2609->2610 2611 gini = 0.0 samples = 13 value = [13, 0] class = default 2609->2611 2613 rate_positive_words <= 0.764 gini = 0.386 samples = 46 value = [12, 34] class = no default 2612->2613 2626 global_rate_negative_words <= 0.02 gini = 0.5 samples = 43 value = [22, 21] class = default 2612->2626 2614 global_rate_positive_words <= 0.019 gini = 0.238 samples = 29 value = [4, 25] class = no default 2613->2614 2619 avg_negative_polarity <= -0.207 gini = 0.498 samples = 17 value = [8, 9] class = no default 2613->2619 2615 global_subjectivity <= 0.401 gini = 0.49 samples = 7 value = [4, 3] class = default 2614->2615 2618 gini = 0.0 samples = 22 value = [0, 22] class = no default 2614->2618 2616 gini = 0.0 samples = 4 value = [4, 0] class = default 2615->2616 2617 gini = 0.0 samples = 3 value = [0, 3] class = no default 2615->2617 2620 self_reference_avg_sharess <= 24030.0 gini = 0.32 samples = 10 value = [2, 8] class = no default 2619->2620 2623 global_rate_positive_words <= 0.024 gini = 0.245 samples = 7 value = [6, 1] class = default 2619->2623 2621 gini = 0.0 samples = 8 value = [0, 8] class = no default 2620->2621 2622 gini = 0.0 samples = 2 value = [2, 0] class = default 2620->2622 2624 gini = 0.0 samples = 1 value = [0, 1] class = no default 2623->2624 2625 gini = 0.0 samples = 6 value = [6, 0] class = default 2623->2625 2627 self_reference_min_shares <= 2500.0 gini = 0.436 samples = 28 value = [9, 19] class = no default 2626->2627 2638 title_subjectivity <= 0.603 gini = 0.231 samples = 15 value = [13, 2] class = default 2626->2638 2628 gini = 0.0 samples = 11 value = [0, 11] class = no default 2627->2628 2629 title_subjectivity <= 0.535 gini = 0.498 samples = 17 value = [9, 8] class = default 2627->2629 2630 n_non_stop_unique_tokens <= 0.561 gini = 0.444 samples = 12 value = [4, 8] class = no default 2629->2630 2637 gini = 0.0 samples = 5 value = [5, 0] class = default 2629->2637 2631 gini = 0.0 samples = 2 value = [2, 0] class = default 2630->2631 2632 kw_avg_max <= 270597.219 gini = 0.32 samples = 10 value = [2, 8] class = no default 2630->2632 2633 gini = 0.0 samples = 7 value = [0, 7] class = no default 2632->2633 2634 average_token_length <= 4.365 gini = 0.444 samples = 3 value = [2, 1] class = default 2632->2634 2635 gini = 0.0 samples = 1 value = [0, 1] class = no default 2634->2635 2636 gini = 0.0 samples = 2 value = [2, 0] class = default 2634->2636 2639 gini = 0.0 samples = 12 value = [12, 0] class = default 2638->2639 2640 num_keywords <= 9.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 2638->2640 2641 gini = 0.0 samples = 2 value = [0, 2] class = no default 2640->2641 2642 gini = 0.0 samples = 1 value = [1, 0] class = default 2640->2642 2644 rate_positive_words <= 0.792 gini = 0.461 samples = 36 value = [13, 23] class = no default 2643->2644 2663 LDA_01 <= 0.876 gini = 0.183 samples = 59 value = [6, 53] class = no default 2643->2663 2645 kw_avg_avg <= 2139.688 gini = 0.404 samples = 32 value = [9, 23] class = no default 2644->2645 2662 gini = 0.0 samples = 4 value = [4, 0] class = default 2644->2662 2646 avg_negative_polarity <= -0.407 gini = 0.358 samples = 30 value = [7, 23] class = no default 2645->2646 2661 gini = 0.0 samples = 2 value = [2, 0] class = default 2645->2661 2647 gini = 0.0 samples = 2 value = [2, 0] class = default 2646->2647 2648 LDA_02 <= 0.911 gini = 0.293 samples = 28 value = [5, 23] class = no default 2646->2648 2649 abs_title_sentiment_polarity <= 0.65 gini = 0.211 samples = 25 value = [3, 22] class = no default 2648->2649 2658 kw_avg_avg <= 1573.251 gini = 0.444 samples = 3 value = [2, 1] class = default 2648->2658 2650 avg_negative_polarity <= -0.224 gini = 0.153 samples = 24 value = [2, 22] class = no default 2649->2650 2657 gini = 0.0 samples = 1 value = [1, 0] class = default 2649->2657 2651 timedelta <= 74.5 gini = 0.083 samples = 23 value = [1, 22] class = no default 2650->2651 2656 gini = 0.0 samples = 1 value = [1, 0] class = default 2650->2656 2652 global_rate_negative_words <= 0.02 gini = 0.5 samples = 2 value = [1, 1] class = default 2651->2652 2655 gini = 0.0 samples = 21 value = [0, 21] class = no default 2651->2655 2653 gini = 0.0 samples = 1 value = [1, 0] class = default 2652->2653 2654 gini = 0.0 samples = 1 value = [0, 1] class = no default 2652->2654 2659 gini = 0.0 samples = 1 value = [0, 1] class = no default 2658->2659 2660 gini = 0.0 samples = 2 value = [2, 0] class = default 2658->2660 2664 self_reference_max_shares <= 490400.0 gini = 0.158 samples = 58 value = [5, 53] class = no default 2663->2664 2677 gini = 0.0 samples = 1 value = [1, 0] class = default 2663->2677 2665 n_tokens_title <= 7.5 gini = 0.131 samples = 57 value = [4, 53] class = no default 2664->2665 2676 gini = 0.0 samples = 1 value = [1, 0] class = default 2664->2676 2666 gini = 0.0 samples = 1 value = [1, 0] class = default 2665->2666 2667 timedelta <= 81.5 gini = 0.101 samples = 56 value = [3, 53] class = no default 2665->2667 2668 max_positive_polarity <= 0.65 gini = 0.48 samples = 5 value = [2, 3] class = no default 2667->2668 2671 num_videos <= 15.5 gini = 0.038 samples = 51 value = [1, 50] class = no default 2667->2671 2669 gini = 0.0 samples = 2 value = [2, 0] class = default 2668->2669 2670 gini = 0.0 samples = 3 value = [0, 3] class = no default 2668->2670 2672 gini = 0.0 samples = 49 value = [0, 49] class = no default 2671->2672 2673 n_tokens_title <= 12.0 gini = 0.5 samples = 2 value = [1, 1] class = default 2671->2673 2674 gini = 0.0 samples = 1 value = [1, 0] class = default 2673->2674 2675 gini = 0.0 samples = 1 value = [0, 1] class = no default 2673->2675 2679 n_non_stop_unique_tokens <= 0.772 gini = 0.32 samples = 20 value = [4, 16] class = no default 2678->2679 2686 num_hrefs <= 4.5 gini = 0.478 samples = 106 value = [64, 42] class = default 2678->2686 2680 LDA_02 <= 0.024 gini = 0.133 samples = 14 value = [1, 13] class = no default 2679->2680 2683 kw_min_avg <= 1817.139 gini = 0.5 samples = 6 value = [3, 3] class = default 2679->2683 2681 gini = 0.0 samples = 1 value = [1, 0] class = default 2680->2681 2682 gini = 0.0 samples = 13 value = [0, 13] class = no default 2680->2682 2684 gini = 0.0 samples = 3 value = [0, 3] class = no default 2683->2684 2685 gini = 0.0 samples = 3 value = [3, 0] class = default 2683->2685 2687 abs_title_subjectivity <= 0.115 gini = 0.095 samples = 20 value = [19, 1] class = default 2686->2687 2692 kw_avg_avg <= 2789.594 gini = 0.499 samples = 86 value = [45, 41] class = default 2686->2692 2688 LDA_01 <= 0.033 gini = 0.5 samples = 2 value = [1, 1] class = default 2687->2688 2691 gini = 0.0 samples = 18 value = [18, 0] class = default 2687->2691 2689 gini = 0.0 samples = 1 value = [0, 1] class = no default 2688->2689 2690 gini = 0.0 samples = 1 value = [1, 0] class = default 2688->2690 2693 self_reference_avg_sharess <= 2146.625 gini = 0.49 samples = 79 value = [45, 34] class = default 2692->2693 2720 gini = 0.0 samples = 7 value = [0, 7] class = no default 2692->2720 2694 rate_positive_words <= 0.565 gini = 0.337 samples = 14 value = [3, 11] class = no default 2693->2694 2699 abs_title_subjectivity <= 0.039 gini = 0.457 samples = 65 value = [42, 23] class = default 2693->2699 2695 kw_avg_max <= 267610.0 gini = 0.375 samples = 4 value = [3, 1] class = default 2694->2695 2698 gini = 0.0 samples = 10 value = [0, 10] class = no default 2694->2698 2696 gini = 0.0 samples = 3 value = [3, 0] class = default 2695->2696 2697 gini = 0.0 samples = 1 value = [0, 1] class = no default 2695->2697 2700 gini = 0.0 samples = 5 value = [0, 5] class = no default 2699->2700 2701 global_rate_negative_words <= 0.015 gini = 0.42 samples = 60 value = [42, 18] class = default 2699->2701 2702 n_tokens_content <= 765.5 gini = 0.5 samples = 28 value = [14, 14] class = default 2701->2702 2713 num_hrefs <= 5.5 gini = 0.219 samples = 32 value = [28, 4] class = default 2701->2713 2703 n_non_stop_unique_tokens <= 0.712 gini = 0.401 samples = 18 value = [13, 5] class = default 2702->2703 2710 num_hrefs <= 67.0 gini = 0.18 samples = 10 value = [1, 9] class = no default 2702->2710 2704 num_keywords <= 9.5 gini = 0.231 samples = 15 value = [13, 2] class = default 2703->2704 2709 gini = 0.0 samples = 3 value = [0, 3] class = no default 2703->2709 2705 gini = 0.0 samples = 12 value = [12, 0] class = default 2704->2705 2706 kw_max_avg <= 4790.554 gini = 0.444 samples = 3 value = [1, 2] class = no default 2704->2706 2707 gini = 0.0 samples = 2 value = [0, 2] class = no default 2706->2707 2708 gini = 0.0 samples = 1 value = [1, 0] class = default 2706->2708 2711 gini = 0.0 samples = 9 value = [0, 9] class = no default 2710->2711 2712 gini = 0.0 samples = 1 value = [1, 0] class = default 2710->2712 2714 gini = 0.0 samples = 2 value = [0, 2] class = no default 2713->2714 2715 LDA_04 <= 0.021 gini = 0.124 samples = 30 value = [28, 2] class = default 2713->2715 2716 gini = 0.0 samples = 1 value = [0, 1] class = no default 2715->2716 2717 n_tokens_content <= 2045.0 gini = 0.067 samples = 29 value = [28, 1] class = default 2715->2717 2718 gini = 0.0 samples = 28 value = [28, 0] class = default 2717->2718 2719 gini = 0.0 samples = 1 value = [0, 1] class = no default 2717->2719 2722 title_subjectivity <= 0.114 gini = 0.444 samples = 18 value = [12, 6] class = default 2721->2722 2729 LDA_01 <= 0.029 gini = 0.275 samples = 207 value = [34, 173] class = no default 2721->2729 2723 max_negative_polarity <= -0.061 gini = 0.375 samples = 8 value = [2, 6] class = no default 2722->2723 2728 gini = 0.0 samples = 10 value = [10, 0] class = default 2722->2728 2724 gini = 0.0 samples = 5 value = [0, 5] class = no default 2723->2724 2725 kw_avg_min <= 221.5 gini = 0.444 samples = 3 value = [2, 1] class = default 2723->2725 2726 gini = 0.0 samples = 1 value = [0, 1] class = no default 2725->2726 2727 gini = 0.0 samples = 2 value = [2, 0] class = default 2725->2727 2730 avg_positive_polarity <= 0.124 gini = 0.064 samples = 90 value = [3, 87] class = no default 2729->2730 2737 kw_avg_max <= 157758.336 gini = 0.39 samples = 117 value = [31, 86] class = no default 2729->2737 2731 gini = 0.0 samples = 2 value = [2, 0] class = default 2730->2731 2732 num_self_hrefs <= 1.5 gini = 0.022 samples = 88 value = [1, 87] class = no default 2730->2732 2733 kw_max_avg <= 4257.123 gini = 0.5 samples = 2 value = [1, 1] class = default 2732->2733 2736 gini = 0.0 samples = 86 value = [0, 86] class = no default 2732->2736 2734 gini = 0.0 samples = 1 value = [0, 1] class = no default 2733->2734 2735 gini = 0.0 samples = 1 value = [1, 0] class = default 2733->2735 2738 timedelta <= 565.0 gini = 0.5 samples = 33 value = [17, 16] class = default 2737->2738 2751 average_token_length <= 4.268 gini = 0.278 samples = 84 value = [14, 70] class = no default 2737->2751 2739 kw_max_avg <= 3859.385 gini = 0.444 samples = 24 value = [16, 8] class = default 2738->2739 2748 global_subjectivity <= 0.467 gini = 0.198 samples = 9 value = [1, 8] class = no default 2738->2748 2740 max_negative_polarity <= -0.113 gini = 0.5 samples = 16 value = [8, 8] class = default 2739->2740 2747 gini = 0.0 samples = 8 value = [8, 0] class = default 2739->2747 2741 kw_max_avg <= 3856.986 gini = 0.245 samples = 7 value = [6, 1] class = default 2740->2741 2744 timedelta <= 428.5 gini = 0.346 samples = 9 value = [2, 7] class = no default 2740->2744 2742 gini = 0.0 samples = 6 value = [6, 0] class = default 2741->2742 2743 gini = 0.0 samples = 1 value = [0, 1] class = no default 2741->2743 2745 gini = 0.0 samples = 2 value = [2, 0] class = default 2744->2745 2746 gini = 0.0 samples = 7 value = [0, 7] class = no default 2744->2746 2749 gini = 0.0 samples = 8 value = [0, 8] class = no default 2748->2749 2750 gini = 0.0 samples = 1 value = [1, 0] class = default 2748->2750 2752 min_negative_polarity <= -0.25 gini = 0.444 samples = 6 value = [4, 2] class = default 2751->2752 2755 avg_positive_polarity <= 0.532 gini = 0.224 samples = 78 value = [10, 68] class = no default 2751->2755 2753 gini = 0.0 samples = 4 value = [4, 0] class = default 2752->2753 2754 gini = 0.0 samples = 2 value = [0, 2] class = no default 2752->2754 2756 num_self_hrefs <= 1.5 gini = 0.188 samples = 76 value = [8, 68] class = no default 2755->2756 2773 gini = 0.0 samples = 2 value = [2, 0] class = default 2755->2773 2757 gini = 0.0 samples = 2 value = [2, 0] class = default 2756->2757 2758 LDA_00 <= 0.034 gini = 0.149 samples = 74 value = [6, 68] class = no default 2756->2758 2759 gini = 0.0 samples = 2 value = [2, 0] class = default 2758->2759 2760 global_rate_positive_words <= 0.096 gini = 0.105 samples = 72 value = [4, 68] class = no default 2758->2760 2761 n_tokens_title <= 13.5 gini = 0.081 samples = 71 value = [3, 68] class = no default 2760->2761 2772 gini = 0.0 samples = 1 value = [1, 0] class = default 2760->2772 2762 title_sentiment_polarity <= -0.129 gini = 0.056 samples = 70 value = [2, 68] class = no default 2761->2762 2771 gini = 0.0 samples = 1 value = [1, 0] class = default 2761->2771 2763 LDA_00 <= 0.61 gini = 0.375 samples = 4 value = [1, 3] class = no default 2762->2763 2766 n_non_stop_unique_tokens <= 0.787 gini = 0.03 samples = 66 value = [1, 65] class = no default 2762->2766 2764 gini = 0.0 samples = 3 value = [0, 3] class = no default 2763->2764 2765 gini = 0.0 samples = 1 value = [1, 0] class = default 2763->2765 2767 gini = 0.0 samples = 62 value = [0, 62] class = no default 2766->2767 2768 num_videos <= 0.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 2766->2768 2769 gini = 0.0 samples = 1 value = [1, 0] class = default 2768->2769 2770 gini = 0.0 samples = 3 value = [0, 3] class = no default 2768->2770 2775 n_tokens_content <= 476.5 gini = 0.492 samples = 1326 value = [581, 745] class = no default 2774->2775 3230 self_reference_min_shares <= 930.5 gini = 0.341 samples = 170 value = [37, 133] class = no default 2774->3230 2776 timedelta <= 429.5 gini = 0.5 samples = 723 value = [365, 358] class = default 2775->2776 3021 self_reference_min_shares <= 919.5 gini = 0.46 samples = 603 value = [216, 387] class = no default 2775->3021 2777 LDA_04 <= 0.574 gini = 0.49 samples = 435 value = [187, 248] class = no default 2776->2777 2922 average_token_length <= 4.487 gini = 0.472 samples = 288 value = [178, 110] class = default 2776->2922 2778 LDA_03 <= 0.273 gini = 0.492 samples = 124 value = [70, 54] class = default 2777->2778 2819 global_rate_positive_words <= 0.039 gini = 0.469 samples = 311 value = [117, 194] class = no default 2777->2819 2779 avg_positive_polarity <= 0.372 gini = 0.471 samples = 108 value = [67, 41] class = default 2778->2779 2814 global_sentiment_polarity <= 0.226 gini = 0.305 samples = 16 value = [3, 13] class = no default 2778->2814 2780 n_tokens_content <= 297.5 gini = 0.499 samples = 74 value = [39, 35] class = default 2779->2780 2805 kw_avg_max <= 426280.0 gini = 0.291 samples = 34 value = [28, 6] class = default 2779->2805 2781 kw_avg_avg <= 2684.183 gini = 0.397 samples = 33 value = [24, 9] class = default 2780->2781 2794 max_negative_polarity <= -0.061 gini = 0.464 samples = 41 value = [15, 26] class = no default 2780->2794 2782 self_reference_avg_sharess <= 24000.0 gini = 0.227 samples = 23 value = [20, 3] class = default 2781->2782 2789 self_reference_avg_sharess <= 4400.0 gini = 0.48 samples = 10 value = [4, 6] class = no default 2781->2789 2783 kw_avg_avg <= 1787.367 gini = 0.165 samples = 22 value = [20, 2] class = default 2782->2783 2788 gini = 0.0 samples = 1 value = [0, 1] class = no default 2782->2788 2784 gini = 0.0 samples = 1 value = [0, 1] class = no default 2783->2784 2785 LDA_04 <= 0.178 gini = 0.091 samples = 21 value = [20, 1] class = default 2783->2785 2786 gini = 0.0 samples = 1 value = [0, 1] class = no default 2785->2786 2787 gini = 0.0 samples = 20 value = [20, 0] class = default 2785->2787 2790 n_tokens_content <= 287.5 gini = 0.32 samples = 5 value = [4, 1] class = default 2789->2790 2793 gini = 0.0 samples = 5 value = [0, 5] class = no default 2789->2793 2791 gini = 0.0 samples = 4 value = [4, 0] class = default 2790->2791 2792 gini = 0.0 samples = 1 value = [0, 1] class = no default 2790->2792 2795 avg_positive_polarity <= 0.239 gini = 0.367 samples = 33 value = [8, 25] class = no default 2794->2795 2802 self_reference_max_shares <= 71750.0 gini = 0.219 samples = 8 value = [7, 1] class = default 2794->2802 2796 gini = 0.0 samples = 3 value = [3, 0] class = default 2795->2796 2797 global_rate_positive_words <= 0.048 gini = 0.278 samples = 30 value = [5, 25] class = no default 2795->2797 2798 gini = 0.0 samples = 20 value = [0, 20] class = no default 2797->2798 2799 global_subjectivity <= 0.497 gini = 0.5 samples = 10 value = [5, 5] class = default 2797->2799 2800 gini = 0.0 samples = 5 value = [5, 0] class = default 2799->2800 2801 gini = 0.0 samples = 5 value = [0, 5] class = no default 2799->2801 2803 gini = 0.0 samples = 7 value = [7, 0] class = default 2802->2803 2804 gini = 0.0 samples = 1 value = [0, 1] class = no default 2802->2804 2806 timedelta <= 34.0 gini = 0.175 samples = 31 value = [28, 3] class = default 2805->2806 2813 gini = 0.0 samples = 3 value = [0, 3] class = no default 2805->2813 2807 gini = 0.0 samples = 1 value = [0, 1] class = no default 2806->2807 2808 kw_avg_min <= 745.8 gini = 0.124 samples = 30 value = [28, 2] class = default 2806->2808 2809 LDA_03 <= 0.176 gini = 0.067 samples = 29 value = [28, 1] class = default 2808->2809 2812 gini = 0.0 samples = 1 value = [0, 1] class = no default 2808->2812 2810 gini = 0.0 samples = 28 value = [28, 0] class = default 2809->2810 2811 gini = 0.0 samples = 1 value = [0, 1] class = no default 2809->2811 2815 global_sentiment_polarity <= 0.049 gini = 0.133 samples = 14 value = [1, 13] class = no default 2814->2815 2818 gini = 0.0 samples = 2 value = [2, 0] class = default 2814->2818 2816 gini = 0.0 samples = 1 value = [1, 0] class = default 2815->2816 2817 gini = 0.0 samples = 13 value = [0, 13] class = no default 2815->2817 2820 kw_max_avg <= 3462.741 gini = 0.417 samples = 169 value = [50, 119] class = no default 2819->2820 2875 global_subjectivity <= 0.409 gini = 0.498 samples = 142 value = [67, 75] class = no default 2819->2875 2821 kw_avg_min <= 169.8 gini = 0.49 samples = 28 value = [16, 12] class = default 2820->2821 2830 global_rate_positive_words <= 0.016 gini = 0.366 samples = 141 value = [34, 107] class = no default 2820->2830 2822 LDA_01 <= 0.033 gini = 0.245 samples = 14 value = [12, 2] class = default 2821->2822 2825 global_subjectivity <= 0.49 gini = 0.408 samples = 14 value = [4, 10] class = no default 2821->2825 2823 gini = 0.0 samples = 12 value = [12, 0] class = default 2822->2823 2824 gini = 0.0 samples = 2 value = [0, 2] class = no default 2822->2824 2826 self_reference_max_shares <= 59000.0 gini = 0.165 samples = 11 value = [1, 10] class = no default 2825->2826 2829 gini = 0.0 samples = 3 value = [3, 0] class = default 2825->2829 2827 gini = 0.0 samples = 10 value = [0, 10] class = no default 2826->2827 2828 gini = 0.0 samples = 1 value = [1, 0] class = default 2826->2828 2831 timedelta <= 90.5 gini = 0.32 samples = 5 value = [4, 1] class = default 2830->2831 2834 global_sentiment_polarity <= 0.096 gini = 0.344 samples = 136 value = [30, 106] class = no default 2830->2834 2832 gini = 0.0 samples = 1 value = [0, 1] class = no default 2831->2832 2833 gini = 0.0 samples = 4 value = [4, 0] class = default 2831->2833 2835 kw_min_avg <= 1822.583 gini = 0.162 samples = 45 value = [4, 41] class = no default 2834->2835 2844 global_rate_negative_words <= 0.007 gini = 0.408 samples = 91 value = [26, 65] class = no default 2834->2844 2836 num_hrefs <= 2.0 gini = 0.048 samples = 41 value = [1, 40] class = no default 2835->2836 2841 kw_min_max <= 16700.0 gini = 0.375 samples = 4 value = [3, 1] class = default 2835->2841 2837 weekday_is_tuesday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 2836->2837 2840 gini = 0.0 samples = 39 value = [0, 39] class = no default 2836->2840 2838 gini = 0.0 samples = 1 value = [1, 0] class = default 2837->2838 2839 gini = 0.0 samples = 1 value = [0, 1] class = no default 2837->2839 2842 gini = 0.0 samples = 3 value = [3, 0] class = default 2841->2842 2843 gini = 0.0 samples = 1 value = [0, 1] class = no default 2841->2843 2845 max_positive_polarity <= 0.45 gini = 0.245 samples = 42 value = [6, 36] class = no default 2844->2845 2858 kw_avg_avg <= 2344.33 gini = 0.483 samples = 49 value = [20, 29] class = no default 2844->2858 2846 gini = 0.0 samples = 3 value = [3, 0] class = default 2845->2846 2847 title_sentiment_polarity <= 0.85 gini = 0.142 samples = 39 value = [3, 36] class = no default 2845->2847 2848 num_hrefs <= 12.5 gini = 0.1 samples = 38 value = [2, 36] class = no default 2847->2848 2857 gini = 0.0 samples = 1 value = [1, 0] class = default 2847->2857 2849 min_positive_polarity <= 0.183 gini = 0.054 samples = 36 value = [1, 35] class = no default 2848->2849 2854 LDA_03 <= 0.024 gini = 0.5 samples = 2 value = [1, 1] class = default 2848->2854 2850 gini = 0.0 samples = 33 value = [0, 33] class = no default 2849->2850 2851 kw_max_avg <= 3582.382 gini = 0.444 samples = 3 value = [1, 2] class = no default 2849->2851 2852 gini = 0.0 samples = 2 value = [0, 2] class = no default 2851->2852 2853 gini = 0.0 samples = 1 value = [1, 0] class = default 2851->2853 2855 gini = 0.0 samples = 1 value = [0, 1] class = no default 2854->2855 2856 gini = 0.0 samples = 1 value = [1, 0] class = default 2854->2856 2859 avg_negative_polarity <= -0.155 gini = 0.278 samples = 12 value = [10, 2] class = default 2858->2859 2864 self_reference_avg_sharess <= 6075.0 gini = 0.394 samples = 37 value = [10, 27] class = no default 2858->2864 2860 gini = 0.0 samples = 9 value = [9, 0] class = default 2859->2860 2861 abs_title_subjectivity <= 0.45 gini = 0.444 samples = 3 value = [1, 2] class = no default 2859->2861 2862 gini = 0.0 samples = 1 value = [1, 0] class = default 2861->2862 2863 gini = 0.0 samples = 2 value = [0, 2] class = no default 2861->2863 2865 n_tokens_title <= 10.5 gini = 0.48 samples = 25 value = [10, 15] class = no default 2864->2865 2874 gini = 0.0 samples = 12 value = [0, 12] class = no default 2864->2874 2866 rate_negative_words <= 0.179 gini = 0.219 samples = 8 value = [7, 1] class = default 2865->2866 2869 global_rate_negative_words <= 0.009 gini = 0.291 samples = 17 value = [3, 14] class = no default 2865->2869 2867 gini = 0.0 samples = 1 value = [0, 1] class = no default 2866->2867 2868 gini = 0.0 samples = 7 value = [7, 0] class = default 2866->2868 2870 gini = 0.0 samples = 2 value = [2, 0] class = default 2869->2870 2871 self_reference_max_shares <= 2050.0 gini = 0.124 samples = 15 value = [1, 14] class = no default 2869->2871 2872 gini = 0.0 samples = 1 value = [1, 0] class = default 2871->2872 2873 gini = 0.0 samples = 14 value = [0, 14] class = no default 2871->2873 2876 n_unique_tokens <= 0.481 gini = 0.389 samples = 34 value = [25, 9] class = default 2875->2876 2883 avg_positive_polarity <= 0.398 gini = 0.475 samples = 108 value = [42, 66] class = no default 2875->2883 2877 gini = 0.0 samples = 3 value = [0, 3] class = no default 2876->2877 2878 avg_positive_polarity <= 0.337 gini = 0.312 samples = 31 value = [25, 6] class = default 2876->2878 2879 gini = 0.0 samples = 18 value = [18, 0] class = default 2878->2879 2880 LDA_01 <= 0.031 gini = 0.497 samples = 13 value = [7, 6] class = default 2878->2880 2881 gini = 0.0 samples = 6 value = [0, 6] class = no default 2880->2881 2882 gini = 0.0 samples = 7 value = [7, 0] class = default 2880->2882 2884 kw_avg_avg <= 2735.826 gini = 0.419 samples = 77 value = [23, 54] class = no default 2883->2884 2905 title_subjectivity <= 0.477 gini = 0.475 samples = 31 value = [19, 12] class = default 2883->2905 2885 global_subjectivity <= 0.417 gini = 0.473 samples = 60 value = [23, 37] class = no default 2884->2885 2904 gini = 0.0 samples = 17 value = [0, 17] class = no default 2884->2904 2886 gini = 0.0 samples = 8 value = [0, 8] class = no default 2885->2886 2887 n_tokens_content <= 272.0 gini = 0.493 samples = 52 value = [23, 29] class = no default 2885->2887 2888 abs_title_sentiment_polarity <= 0.118 gini = 0.34 samples = 23 value = [5, 18] class = no default 2887->2888 2895 self_reference_min_shares <= 2450.0 gini = 0.471 samples = 29 value = [18, 11] class = default 2887->2895 2889 gini = 0.0 samples = 13 value = [0, 13] class = no default 2888->2889 2890 n_unique_tokens <= 0.609 gini = 0.5 samples = 10 value = [5, 5] class = default 2888->2890 2891 gini = 0.0 samples = 4 value = [4, 0] class = default 2890->2891 2892 LDA_02 <= 0.02 gini = 0.278 samples = 6 value = [1, 5] class = no default 2890->2892 2893 gini = 0.0 samples = 1 value = [1, 0] class = default 2892->2893 2894 gini = 0.0 samples = 5 value = [0, 5] class = no default 2892->2894 2896 LDA_00 <= 0.033 gini = 0.499 samples = 21 value = [10, 11] class = no default 2895->2896 2903 gini = 0.0 samples = 8 value = [8, 0] class = default 2895->2903 2897 rate_negative_words <= 0.276 gini = 0.391 samples = 15 value = [4, 11] class = no default 2896->2897 2902 gini = 0.0 samples = 6 value = [6, 0] class = default 2896->2902 2898 avg_positive_polarity <= 0.26 gini = 0.153 samples = 12 value = [1, 11] class = no default 2897->2898 2901 gini = 0.0 samples = 3 value = [3, 0] class = default 2897->2901 2899 gini = 0.0 samples = 1 value = [1, 0] class = default 2898->2899 2900 gini = 0.0 samples = 11 value = [0, 11] class = no default 2898->2900 2906 min_negative_polarity <= -0.725 gini = 0.375 samples = 24 value = [18, 6] class = default 2905->2906 2917 global_subjectivity <= 0.556 gini = 0.245 samples = 7 value = [1, 6] class = no default 2905->2917 2907 gini = 0.0 samples = 2 value = [0, 2] class = no default 2906->2907 2908 rate_positive_words <= 0.932 gini = 0.298 samples = 22 value = [18, 4] class = default 2906->2908 2909 kw_max_avg <= 3412.556 gini = 0.188 samples = 19 value = [17, 2] class = default 2908->2909 2914 global_sentiment_polarity <= 0.212 gini = 0.444 samples = 3 value = [1, 2] class = no default 2908->2914 2910 LDA_04 <= 0.886 gini = 0.444 samples = 3 value = [1, 2] class = no default 2909->2910 2913 gini = 0.0 samples = 16 value = [16, 0] class = default 2909->2913 2911 gini = 0.0 samples = 1 value = [1, 0] class = default 2910->2911 2912 gini = 0.0 samples = 2 value = [0, 2] class = no default 2910->2912 2915 gini = 0.0 samples = 1 value = [1, 0] class = default 2914->2915 2916 gini = 0.0 samples = 2 value = [0, 2] class = no default 2914->2916 2918 gini = 0.0 samples = 5 value = [0, 5] class = no default 2917->2918 2919 max_negative_polarity <= -0.35 gini = 0.5 samples = 2 value = [1, 1] class = default 2917->2919 2920 gini = 0.0 samples = 1 value = [0, 1] class = no default 2919->2920 2921 gini = 0.0 samples = 1 value = [1, 0] class = default 2919->2921 2923 self_reference_avg_sharess <= 3463.286 gini = 0.344 samples = 86 value = [67, 19] class = default 2922->2923 2948 weekday_is_wednesday <= 0.5 gini = 0.495 samples = 202 value = [111, 91] class = default 2922->2948 2924 kw_min_max <= 13800.0 gini = 0.102 samples = 37 value = [35, 2] class = default 2923->2924 2931 global_subjectivity <= 0.478 gini = 0.453 samples = 49 value = [32, 17] class = default 2923->2931 2925 kw_max_avg <= 3256.466 gini = 0.054 samples = 36 value = [35, 1] class = default 2924->2925 2930 gini = 0.0 samples = 1 value = [0, 1] class = no default 2924->2930 2926 LDA_00 <= 0.074 gini = 0.444 samples = 3 value = [2, 1] class = default 2925->2926 2929 gini = 0.0 samples = 33 value = [33, 0] class = default 2925->2929 2927 gini = 0.0 samples = 1 value = [0, 1] class = no default 2926->2927 2928 gini = 0.0 samples = 2 value = [2, 0] class = default 2926->2928 2932 average_token_length <= 4.333 gini = 0.334 samples = 33 value = [26, 7] class = default 2931->2932 2941 average_token_length <= 4.38 gini = 0.469 samples = 16 value = [6, 10] class = no default 2931->2941 2933 kw_min_avg <= 1369.062 gini = 0.5 samples = 12 value = [6, 6] class = default 2932->2933 2938 n_tokens_content <= 450.0 gini = 0.091 samples = 21 value = [20, 1] class = default 2932->2938 2934 num_self_hrefs <= 5.5 gini = 0.375 samples = 8 value = [2, 6] class = no default 2933->2934 2937 gini = 0.0 samples = 4 value = [4, 0] class = default 2933->2937 2935 gini = 0.0 samples = 6 value = [0, 6] class = no default 2934->2935 2936 gini = 0.0 samples = 2 value = [2, 0] class = default 2934->2936 2939 gini = 0.0 samples = 20 value = [20, 0] class = default 2938->2939 2940 gini = 0.0 samples = 1 value = [0, 1] class = no default 2938->2940 2942 LDA_00 <= 0.351 gini = 0.444 samples = 9 value = [6, 3] class = default 2941->2942 2947 gini = 0.0 samples = 7 value = [0, 7] class = no default 2941->2947 2943 average_token_length <= 4.113 gini = 0.245 samples = 7 value = [6, 1] class = default 2942->2943 2946 gini = 0.0 samples = 2 value = [0, 2] class = no default 2942->2946 2944 gini = 0.0 samples = 1 value = [0, 1] class = no default 2943->2944 2945 gini = 0.0 samples = 6 value = [6, 0] class = default 2943->2945 2949 global_subjectivity <= 0.37 gini = 0.499 samples = 158 value = [76, 82] class = no default 2948->2949 3008 self_reference_max_shares <= 16350.0 gini = 0.325 samples = 44 value = [35, 9] class = default 2948->3008 2950 avg_negative_polarity <= -0.383 gini = 0.36 samples = 34 value = [8, 26] class = no default 2949->2950 2963 global_subjectivity <= 0.567 gini = 0.495 samples = 124 value = [68, 56] class = default 2949->2963 2951 gini = 0.0 samples = 2 value = [2, 0] class = default 2950->2951 2952 n_tokens_title <= 8.5 gini = 0.305 samples = 32 value = [6, 26] class = no default 2950->2952 2953 kw_avg_min <= 452.024 gini = 0.5 samples = 8 value = [4, 4] class = default 2952->2953 2958 kw_avg_max <= 233108.336 gini = 0.153 samples = 24 value = [2, 22] class = no default 2952->2958 2954 LDA_01 <= 0.025 gini = 0.32 samples = 5 value = [4, 1] class = default 2953->2954 2957 gini = 0.0 samples = 3 value = [0, 3] class = no default 2953->2957 2955 gini = 0.0 samples = 1 value = [0, 1] class = no default 2954->2955 2956 gini = 0.0 samples = 4 value = [4, 0] class = default 2954->2956 2959 global_rate_positive_words <= 0.064 gini = 0.083 samples = 23 value = [1, 22] class = no default 2958->2959 2962 gini = 0.0 samples = 1 value = [1, 0] class = default 2958->2962 2960 gini = 0.0 samples = 22 value = [0, 22] class = no default 2959->2960 2961 gini = 0.0 samples = 1 value = [1, 0] class = default 2959->2961 2964 LDA_01 <= 0.029 gini = 0.482 samples = 111 value = [66, 45] class = default 2963->2964 3003 weekday_is_monday <= 0.5 gini = 0.26 samples = 13 value = [2, 11] class = no default 2963->3003 2965 global_rate_positive_words <= 0.042 gini = 0.421 samples = 63 value = [44, 19] class = default 2964->2965 2986 kw_avg_max <= 137811.914 gini = 0.497 samples = 48 value = [22, 26] class = no default 2964->2986 2966 self_reference_avg_sharess <= 5300.0 gini = 0.497 samples = 24 value = [11, 13] class = no default 2965->2966 2975 kw_avg_max <= 164431.25 gini = 0.26 samples = 39 value = [33, 6] class = default 2965->2975 2967 n_tokens_title <= 11.5 gini = 0.426 samples = 13 value = [9, 4] class = default 2966->2967 2972 self_reference_min_shares <= 12100.0 gini = 0.298 samples = 11 value = [2, 9] class = no default 2966->2972 2968 min_positive_polarity <= 0.048 gini = 0.18 samples = 10 value = [9, 1] class = default 2967->2968 2971 gini = 0.0 samples = 3 value = [0, 3] class = no default 2967->2971 2969 gini = 0.0 samples = 1 value = [0, 1] class = no default 2968->2969 2970 gini = 0.0 samples = 9 value = [9, 0] class = default 2968->2970 2973 gini = 0.0 samples = 9 value = [0, 9] class = no default 2972->2973 2974 gini = 0.0 samples = 2 value = [2, 0] class = default 2972->2974 2976 abs_title_subjectivity <= 0.003 gini = 0.069 samples = 28 value = [27, 1] class = default 2975->2976 2981 global_rate_positive_words <= 0.056 gini = 0.496 samples = 11 value = [6, 5] class = default 2975->2981 2977 rate_positive_words <= 0.788 gini = 0.5 samples = 2 value = [1, 1] class = default 2976->2977 2980 gini = 0.0 samples = 26 value = [26, 0] class = default 2976->2980 2978 gini = 0.0 samples = 1 value = [0, 1] class = no default 2977->2978 2979 gini = 0.0 samples = 1 value = [1, 0] class = default 2977->2979 2982 average_token_length <= 4.912 gini = 0.245 samples = 7 value = [6, 1] class = default 2981->2982 2985 gini = 0.0 samples = 4 value = [0, 4] class = no default 2981->2985 2983 gini = 0.0 samples = 6 value = [6, 0] class = default 2982->2983 2984 gini = 0.0 samples = 1 value = [0, 1] class = no default 2982->2984 2987 gini = 0.0 samples = 8 value = [0, 8] class = no default 2986->2987 2988 global_rate_negative_words <= 0.019 gini = 0.495 samples = 40 value = [22, 18] class = default 2986->2988 2989 kw_max_min <= 553.0 gini = 0.496 samples = 33 value = [15, 18] class = no default 2988->2989 3002 gini = 0.0 samples = 7 value = [7, 0] class = default 2988->3002 2990 LDA_03 <= 0.264 gini = 0.278 samples = 12 value = [2, 10] class = no default 2989->2990 2993 title_sentiment_polarity <= 0.225 gini = 0.472 samples = 21 value = [13, 8] class = default 2989->2993 2991 gini = 0.0 samples = 10 value = [0, 10] class = no default 2990->2991 2992 gini = 0.0 samples = 2 value = [2, 0] class = default 2990->2992 2994 LDA_03 <= 0.029 gini = 0.245 samples = 14 value = [12, 2] class = default 2993->2994 2999 kw_max_min <= 681.0 gini = 0.245 samples = 7 value = [1, 6] class = no default 2993->2999 2995 num_keywords <= 8.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 2994->2995 2998 gini = 0.0 samples = 11 value = [11, 0] class = default 2994->2998 2996 gini = 0.0 samples = 2 value = [0, 2] class = no default 2995->2996 2997 gini = 0.0 samples = 1 value = [1, 0] class = default 2995->2997 3000 gini = 0.0 samples = 1 value = [1, 0] class = default 2999->3000 3001 gini = 0.0 samples = 6 value = [0, 6] class = no default 2999->3001 3004 gini = 0.0 samples = 10 value = [0, 10] class = no default 3003->3004 3005 max_positive_polarity <= 0.65 gini = 0.444 samples = 3 value = [2, 1] class = default 3003->3005 3006 gini = 0.0 samples = 1 value = [0, 1] class = no default 3005->3006 3007 gini = 0.0 samples = 2 value = [2, 0] class = default 3005->3007 3009 LDA_02 <= 0.371 gini = 0.193 samples = 37 value = [33, 4] class = default 3008->3009 3018 self_reference_max_shares <= 32400.0 gini = 0.408 samples = 7 value = [2, 5] class = no default 3008->3018 3010 LDA_04 <= 0.338 gini = 0.108 samples = 35 value = [33, 2] class = default 3009->3010 3017 gini = 0.0 samples = 2 value = [0, 2] class = no default 3009->3017 3011 gini = 0.0 samples = 1 value = [0, 1] class = no default 3010->3011 3012 kw_min_avg <= 1775.562 gini = 0.057 samples = 34 value = [33, 1] class = default 3010->3012 3013 gini = 0.0 samples = 31 value = [31, 0] class = default 3012->3013 3014 n_non_stop_unique_tokens <= 0.675 gini = 0.444 samples = 3 value = [2, 1] class = default 3012->3014 3015 gini = 0.0 samples = 1 value = [0, 1] class = no default 3014->3015 3016 gini = 0.0 samples = 2 value = [2, 0] class = default 3014->3016 3019 gini = 0.0 samples = 5 value = [0, 5] class = no default 3018->3019 3020 gini = 0.0 samples = 2 value = [2, 0] class = default 3018->3020 3022 n_unique_tokens <= 0.399 gini = 0.5 samples = 184 value = [90, 94] class = no default 3021->3022 3091 global_sentiment_polarity <= 0.258 gini = 0.421 samples = 419 value = [126, 293] class = no default 3021->3091 3023 kw_min_max <= 1600.0 gini = 0.416 samples = 61 value = [18, 43] class = no default 3022->3023 3044 kw_max_avg <= 3530.766 gini = 0.485 samples = 123 value = [72, 51] class = default 3022->3044 3024 global_sentiment_polarity <= 0.141 gini = 0.499 samples = 38 value = [18, 20] class = no default 3023->3024 3043 gini = 0.0 samples = 23 value = [0, 23] class = no default 3023->3043 3025 average_token_length <= 4.232 gini = 0.36 samples = 17 value = [4, 13] class = no default 3024->3025 3032 n_tokens_content <= 953.5 gini = 0.444 samples = 21 value = [14, 7] class = default 3024->3032 3026 kw_max_avg <= 4890.9 gini = 0.375 samples = 4 value = [3, 1] class = default 3025->3026 3029 self_reference_max_shares <= 15200.0 gini = 0.142 samples = 13 value = [1, 12] class = no default 3025->3029 3027 gini = 0.0 samples = 3 value = [3, 0] class = default 3026->3027 3028 gini = 0.0 samples = 1 value = [0, 1] class = no default 3026->3028 3030 gini = 0.0 samples = 12 value = [0, 12] class = no default 3029->3030 3031 gini = 0.0 samples = 1 value = [1, 0] class = default 3029->3031 3033 gini = 0.0 samples = 3 value = [0, 3] class = no default 3032->3033 3034 n_tokens_content <= 1520.5 gini = 0.346 samples = 18 value = [14, 4] class = default 3032->3034 3035 gini = 0.0 samples = 8 value = [8, 0] class = default 3034->3035 3036 kw_max_max <= 766850.0 gini = 0.48 samples = 10 value = [6, 4] class = default 3034->3036 3037 gini = 0.0 samples = 2 value = [0, 2] class = no default 3036->3037 3038 kw_avg_max <= 170030.555 gini = 0.375 samples = 8 value = [6, 2] class = default 3036->3038 3039 gini = 0.0 samples = 5 value = [5, 0] class = default 3038->3039 3040 avg_negative_polarity <= -0.297 gini = 0.444 samples = 3 value = [1, 2] class = no default 3038->3040 3041 gini = 0.0 samples = 1 value = [1, 0] class = default 3040->3041 3042 gini = 0.0 samples = 2 value = [0, 2] class = no default 3040->3042 3045 n_non_stop_unique_tokens <= 0.628 gini = 0.404 samples = 57 value = [41, 16] class = default 3044->3045 3064 max_positive_polarity <= 0.825 gini = 0.498 samples = 66 value = [31, 35] class = no default 3044->3064 3046 average_token_length <= 4.91 gini = 0.198 samples = 36 value = [32, 4] class = default 3045->3046 3055 global_rate_negative_words <= 0.017 gini = 0.49 samples = 21 value = [9, 12] class = no default 3045->3055 3047 self_reference_max_shares <= 53050.0 gini = 0.111 samples = 34 value = [32, 2] class = default 3046->3047 3054 gini = 0.0 samples = 2 value = [0, 2] class = no default 3046->3054 3048 n_unique_tokens <= 0.407 gini = 0.059 samples = 33 value = [32, 1] class = default 3047->3048 3053 gini = 0.0 samples = 1 value = [0, 1] class = no default 3047->3053 3049 num_self_hrefs <= 21.0 gini = 0.5 samples = 2 value = [1, 1] class = default 3048->3049 3052 gini = 0.0 samples = 31 value = [31, 0] class = default 3048->3052 3050 gini = 0.0 samples = 1 value = [1, 0] class = default 3049->3050 3051 gini = 0.0 samples = 1 value = [0, 1] class = no default 3049->3051 3056 self_reference_min_shares <= 537.0 gini = 0.26 samples = 13 value = [2, 11] class = no default 3055->3056 3061 title_subjectivity <= 0.483 gini = 0.219 samples = 8 value = [7, 1] class = default 3055->3061 3057 max_negative_polarity <= -0.14 gini = 0.444 samples = 3 value = [2, 1] class = default 3056->3057 3060 gini = 0.0 samples = 10 value = [0, 10] class = no default 3056->3060 3058 gini = 0.0 samples = 1 value = [0, 1] class = no default 3057->3058 3059 gini = 0.0 samples = 2 value = [2, 0] class = default 3057->3059 3062 gini = 0.0 samples = 7 value = [7, 0] class = default 3061->3062 3063 gini = 0.0 samples = 1 value = [0, 1] class = no default 3061->3063 3065 kw_avg_avg <= 2026.269 gini = 0.42 samples = 30 value = [21, 9] class = default 3064->3065 3078 LDA_02 <= 0.024 gini = 0.401 samples = 36 value = [10, 26] class = no default 3064->3078 3066 n_non_stop_unique_tokens <= 0.481 gini = 0.408 samples = 7 value = [2, 5] class = no default 3065->3066 3069 global_rate_positive_words <= 0.049 gini = 0.287 samples = 23 value = [19, 4] class = default 3065->3069 3067 gini = 0.0 samples = 2 value = [2, 0] class = default 3066->3067 3068 gini = 0.0 samples = 5 value = [0, 5] class = no default 3066->3068 3070 global_sentiment_polarity <= 0.037 gini = 0.172 samples = 21 value = [19, 2] class = default 3069->3070 3077 gini = 0.0 samples = 2 value = [0, 2] class = no default 3069->3077 3071 gini = 0.0 samples = 1 value = [0, 1] class = no default 3070->3071 3072 num_self_hrefs <= 22.5 gini = 0.095 samples = 20 value = [19, 1] class = default 3070->3072 3073 gini = 0.0 samples = 18 value = [18, 0] class = default 3072->3073 3074 LDA_01 <= 0.021 gini = 0.5 samples = 2 value = [1, 1] class = default 3072->3074 3075 gini = 0.0 samples = 1 value = [1, 0] class = default 3074->3075 3076 gini = 0.0 samples = 1 value = [0, 1] class = no default 3074->3076 3079 LDA_04 <= 0.911 gini = 0.492 samples = 16 value = [9, 7] class = default 3078->3079 3088 kw_avg_max <= 98519.852 gini = 0.095 samples = 20 value = [1, 19] class = no default 3078->3088 3080 min_negative_polarity <= -0.65 gini = 0.375 samples = 12 value = [9, 3] class = default 3079->3080 3087 gini = 0.0 samples = 4 value = [0, 4] class = no default 3079->3087 3081 n_tokens_title <= 8.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 3080->3081 3084 kw_avg_max <= 277755.562 gini = 0.198 samples = 9 value = [8, 1] class = default 3080->3084 3082 gini = 0.0 samples = 1 value = [1, 0] class = default 3081->3082 3083 gini = 0.0 samples = 2 value = [0, 2] class = no default 3081->3083 3085 gini = 0.0 samples = 8 value = [8, 0] class = default 3084->3085 3086 gini = 0.0 samples = 1 value = [0, 1] class = no default 3084->3086 3089 gini = 0.0 samples = 1 value = [1, 0] class = default 3088->3089 3090 gini = 0.0 samples = 19 value = [0, 19] class = no default 3088->3090 3092 kw_avg_avg <= 1833.381 gini = 0.41 samples = 410 value = [118, 292] class = no default 3091->3092 3227 title_subjectivity <= 0.525 gini = 0.198 samples = 9 value = [8, 1] class = default 3091->3227 3093 global_rate_positive_words <= 0.034 gini = 0.454 samples = 23 value = [15, 8] class = default 3092->3093 3100 global_sentiment_polarity <= 0.015 gini = 0.391 samples = 387 value = [103, 284] class = no default 3092->3100 3094 gini = 0.0 samples = 5 value = [0, 5] class = no default 3093->3094 3095 LDA_02 <= 0.022 gini = 0.278 samples = 18 value = [15, 3] class = default 3093->3095 3096 gini = 0.0 samples = 2 value = [0, 2] class = no default 3095->3096 3097 global_sentiment_polarity <= 0.23 gini = 0.117 samples = 16 value = [15, 1] class = default 3095->3097 3098 gini = 0.0 samples = 15 value = [15, 0] class = default 3097->3098 3099 gini = 0.0 samples = 1 value = [0, 1] class = no default 3097->3099 3101 gini = 0.0 samples = 5 value = [5, 0] class = default 3100->3101 3102 n_tokens_content <= 756.0 gini = 0.381 samples = 382 value = [98, 284] class = no default 3100->3102 3103 kw_avg_max <= 214898.336 gini = 0.447 samples = 169 value = [57, 112] class = no default 3102->3103 3162 num_self_hrefs <= 15.5 gini = 0.311 samples = 213 value = [41, 172] class = no default 3102->3162 3104 self_reference_avg_sharess <= 13150.0 gini = 0.359 samples = 94 value = [22, 72] class = no default 3103->3104 3133 kw_max_min <= 1150.0 gini = 0.498 samples = 75 value = [35, 40] class = no default 3103->3133 3105 n_non_stop_unique_tokens <= 0.755 gini = 0.317 samples = 86 value = [17, 69] class = no default 3104->3105 3130 num_hrefs <= 11.5 gini = 0.469 samples = 8 value = [5, 3] class = default 3104->3130 3106 self_reference_max_shares <= 2850.0 gini = 0.293 samples = 84 value = [15, 69] class = no default 3105->3106 3129 gini = 0.0 samples = 2 value = [2, 0] class = default 3105->3129 3107 title_sentiment_polarity <= 0.15 gini = 0.5 samples = 10 value = [5, 5] class = default 3106->3107 3112 LDA_03 <= 0.184 gini = 0.234 samples = 74 value = [10, 64] class = no default 3106->3112 3108 num_videos <= 0.5 gini = 0.278 samples = 6 value = [5, 1] class = default 3107->3108 3111 gini = 0.0 samples = 4 value = [0, 4] class = no default 3107->3111 3109 gini = 0.0 samples = 5 value = [5, 0] class = default 3108->3109 3110 gini = 0.0 samples = 1 value = [0, 1] class = no default 3108->3110 3113 rate_negative_words <= 0.348 gini = 0.182 samples = 69 value = [7, 62] class = no default 3112->3113 3126 max_positive_polarity <= 0.85 gini = 0.48 samples = 5 value = [3, 2] class = default 3112->3126 3114 n_tokens_content <= 753.5 gini = 0.098 samples = 58 value = [3, 55] class = no default 3113->3114 3121 n_non_stop_unique_tokens <= 0.641 gini = 0.463 samples = 11 value = [4, 7] class = no default 3113->3121 3115 num_imgs <= 17.5 gini = 0.068 samples = 57 value = [2, 55] class = no default 3114->3115 3120 gini = 0.0 samples = 1 value = [1, 0] class = default 3114->3120 3116 gini = 0.0 samples = 50 value = [0, 50] class = no default 3115->3116 3117 num_imgs <= 18.5 gini = 0.408 samples = 7 value = [2, 5] class = no default 3115->3117 3118 gini = 0.0 samples = 2 value = [2, 0] class = default 3117->3118 3119 gini = 0.0 samples = 5 value = [0, 5] class = no default 3117->3119 3122 gini = 0.0 samples = 6 value = [0, 6] class = no default 3121->3122 3123 n_tokens_title <= 11.5 gini = 0.32 samples = 5 value = [4, 1] class = default 3121->3123 3124 gini = 0.0 samples = 4 value = [4, 0] class = default 3123->3124 3125 gini = 0.0 samples = 1 value = [0, 1] class = no default 3123->3125 3127 gini = 0.0 samples = 3 value = [3, 0] class = default 3126->3127 3128 gini = 0.0 samples = 2 value = [0, 2] class = no default 3126->3128 3131 gini = 0.0 samples = 5 value = [5, 0] class = default 3130->3131 3132 gini = 0.0 samples = 3 value = [0, 3] class = no default 3130->3132 3134 kw_min_max <= 3700.0 gini = 0.475 samples = 62 value = [24, 38] class = no default 3133->3134 3159 weekday_is_friday <= 0.5 gini = 0.26 samples = 13 value = [11, 2] class = default 3133->3159 3135 abs_title_subjectivity <= 0.01 gini = 0.436 samples = 53 value = [17, 36] class = no default 3134->3135 3156 global_sentiment_polarity <= 0.098 gini = 0.346 samples = 9 value = [7, 2] class = default 3134->3156 3136 gini = 0.0 samples = 3 value = [3, 0] class = default 3135->3136 3137 timedelta <= 383.5 gini = 0.403 samples = 50 value = [14, 36] class = no default 3135->3137 3138 avg_negative_polarity <= -0.122 gini = 0.359 samples = 47 value = [11, 36] class = no default 3137->3138 3155 gini = 0.0 samples = 3 value = [3, 0] class = default 3137->3155 3139 n_non_stop_unique_tokens <= 0.711 gini = 0.298 samples = 44 value = [8, 36] class = no default 3138->3139 3154 gini = 0.0 samples = 3 value = [3, 0] class = default 3138->3154 3140 rate_negative_words <= 0.41 gini = 0.157 samples = 35 value = [3, 32] class = no default 3139->3140 3149 kw_avg_min <= 160.071 gini = 0.494 samples = 9 value = [5, 4] class = default 3139->3149 3141 global_rate_positive_words <= 0.029 gini = 0.061 samples = 32 value = [1, 31] class = no default 3140->3141 3146 timedelta <= 256.0 gini = 0.444 samples = 3 value = [2, 1] class = default 3140->3146 3142 avg_positive_polarity <= 0.268 gini = 0.5 samples = 2 value = [1, 1] class = default 3141->3142 3145 gini = 0.0 samples = 30 value = [0, 30] class = no default 3141->3145 3143 gini = 0.0 samples = 1 value = [0, 1] class = no default 3142->3143 3144 gini = 0.0 samples = 1 value = [1, 0] class = default 3142->3144 3147 gini = 0.0 samples = 2 value = [2, 0] class = default 3146->3147 3148 gini = 0.0 samples = 1 value = [0, 1] class = no default 3146->3148 3150 gini = 0.0 samples = 4 value = [4, 0] class = default 3149->3150 3151 kw_avg_min <= 297.478 gini = 0.32 samples = 5 value = [1, 4] class = no default 3149->3151 3152 gini = 0.0 samples = 4 value = [0, 4] class = no default 3151->3152 3153 gini = 0.0 samples = 1 value = [1, 0] class = default 3151->3153 3157 gini = 0.0 samples = 2 value = [0, 2] class = no default 3156->3157 3158 gini = 0.0 samples = 7 value = [7, 0] class = default 3156->3158 3160 gini = 0.0 samples = 11 value = [11, 0] class = default 3159->3160 3161 gini = 0.0 samples = 2 value = [0, 2] class = no default 3159->3161 3163 average_token_length <= 4.83 gini = 0.296 samples = 210 value = [38, 172] class = no default 3162->3163 3226 gini = 0.0 samples = 3 value = [3, 0] class = default 3162->3226 3164 num_videos <= 10.5 gini = 0.26 samples = 189 value = [29, 160] class = no default 3163->3164 3217 timedelta <= 84.5 gini = 0.49 samples = 21 value = [9, 12] class = no default 3163->3217 3165 timedelta <= 498.5 gini = 0.242 samples = 185 value = [26, 159] class = no default 3164->3165 3214 num_hrefs <= 43.5 gini = 0.375 samples = 4 value = [3, 1] class = default 3164->3214 3166 LDA_02 <= 0.02 gini = 0.177 samples = 153 value = [15, 138] class = no default 3165->3166 3201 n_non_stop_unique_tokens <= 0.51 gini = 0.451 samples = 32 value = [11, 21] class = no default 3165->3201 3167 avg_negative_polarity <= -0.227 gini = 0.375 samples = 4 value = [3, 1] class = default 3166->3167 3170 n_tokens_content <= 2897.5 gini = 0.148 samples = 149 value = [12, 137] class = no default 3166->3170 3168 gini = 0.0 samples = 3 value = [3, 0] class = default 3167->3168 3169 gini = 0.0 samples = 1 value = [0, 1] class = no default 3167->3169 3171 global_rate_negative_words <= 0.036 gini = 0.138 samples = 148 value = [11, 137] class = no default 3170->3171 3200 gini = 0.0 samples = 1 value = [1, 0] class = default 3170->3200 3172 rate_positive_words <= 0.872 gini = 0.127 samples = 147 value = [10, 137] class = no default 3171->3172 3199 gini = 0.0 samples = 1 value = [1, 0] class = default 3171->3199 3173 self_reference_avg_sharess <= 6180.0 gini = 0.106 samples = 142 value = [8, 134] class = no default 3172->3173 3196 LDA_03 <= 0.026 gini = 0.48 samples = 5 value = [2, 3] class = no default 3172->3196 3174 LDA_01 <= 0.437 gini = 0.053 samples = 110 value = [3, 107] class = no default 3173->3174 3187 LDA_04 <= 0.893 gini = 0.264 samples = 32 value = [5, 27] class = no default 3173->3187 3175 kw_max_avg <= 5972.806 gini = 0.036 samples = 108 value = [2, 106] class = no default 3174->3175 3184 abs_title_subjectivity <= 0.388 gini = 0.5 samples = 2 value = [1, 1] class = default 3174->3184 3176 LDA_00 <= 0.289 gini = 0.019 samples = 105 value = [1, 104] class = no default 3175->3176 3181 timedelta <= 104.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 3175->3181 3177 gini = 0.0 samples = 100 value = [0, 100] class = no default 3176->3177 3178 num_videos <= 0.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 3176->3178 3179 gini = 0.0 samples = 4 value = [0, 4] class = no default 3178->3179 3180 gini = 0.0 samples = 1 value = [1, 0] class = default 3178->3180 3182 gini = 0.0 samples = 1 value = [1, 0] class = default 3181->3182 3183 gini = 0.0 samples = 2 value = [0, 2] class = no default 3181->3183 3185 gini = 0.0 samples = 1 value = [0, 1] class = no default 3184->3185 3186 gini = 0.0 samples = 1 value = [1, 0] class = default 3184->3186 3188 global_rate_positive_words <= 0.07 gini = 0.137 samples = 27 value = [2, 25] class = no default 3187->3188 3193 global_rate_negative_words <= 0.019 gini = 0.48 samples = 5 value = [3, 2] class = default 3187->3193 3189 self_reference_avg_sharess <= 6333.333 gini = 0.074 samples = 26 value = [1, 25] class = no default 3188->3189 3192 gini = 0.0 samples = 1 value = [1, 0] class = default 3188->3192 3190 gini = 0.0 samples = 1 value = [1, 0] class = default 3189->3190 3191 gini = 0.0 samples = 25 value = [0, 25] class = no default 3189->3191 3194 gini = 0.0 samples = 3 value = [3, 0] class = default 3193->3194 3195 gini = 0.0 samples = 2 value = [0, 2] class = no default 3193->3195 3197 gini = 0.0 samples = 3 value = [0, 3] class = no default 3196->3197 3198 gini = 0.0 samples = 2 value = [2, 0] class = default 3196->3198 3202 kw_max_min <= 1801.0 gini = 0.278 samples = 6 value = [5, 1] class = default 3201->3202 3205 n_non_stop_unique_tokens <= 0.655 gini = 0.355 samples = 26 value = [6, 20] class = no default 3201->3205 3203 gini = 0.0 samples = 5 value = [5, 0] class = default 3202->3203 3204 gini = 0.0 samples = 1 value = [0, 1] class = no default 3202->3204 3206 self_reference_avg_sharess <= 7133.333 gini = 0.278 samples = 24 value = [4, 20] class = no default 3205->3206 3213 gini = 0.0 samples = 2 value = [2, 0] class = default 3205->3213 3207 kw_avg_min <= 163.438 gini = 0.1 samples = 19 value = [1, 18] class = no default 3206->3207 3210 weekday_is_monday <= 0.5 gini = 0.48 samples = 5 value = [3, 2] class = default 3206->3210 3208 gini = 0.0 samples = 1 value = [1, 0] class = default 3207->3208 3209 gini = 0.0 samples = 18 value = [0, 18] class = no default 3207->3209 3211 gini = 0.0 samples = 3 value = [3, 0] class = default 3210->3211 3212 gini = 0.0 samples = 2 value = [0, 2] class = no default 3210->3212 3215 gini = 0.0 samples = 3 value = [3, 0] class = default 3214->3215 3216 gini = 0.0 samples = 1 value = [0, 1] class = no default 3214->3216 3218 gini = 0.0 samples = 4 value = [4, 0] class = default 3217->3218 3219 kw_min_avg <= 376.167 gini = 0.415 samples = 17 value = [5, 12] class = no default 3217->3219 3220 LDA_02 <= 0.505 gini = 0.153 samples = 12 value = [1, 11] class = no default 3219->3220 3223 LDA_02 <= 0.307 gini = 0.32 samples = 5 value = [4, 1] class = default 3219->3223 3221 gini = 0.0 samples = 11 value = [0, 11] class = no default 3220->3221 3222 gini = 0.0 samples = 1 value = [1, 0] class = default 3220->3222 3224 gini = 0.0 samples = 4 value = [4, 0] class = default 3223->3224 3225 gini = 0.0 samples = 1 value = [0, 1] class = no default 3223->3225 3228 gini = 0.0 samples = 8 value = [8, 0] class = default 3227->3228 3229 gini = 0.0 samples = 1 value = [0, 1] class = no default 3227->3229 3231 title_sentiment_polarity <= 0.325 gini = 0.49 samples = 42 value = [18, 24] class = no default 3230->3231 3248 num_keywords <= 6.5 gini = 0.253 samples = 128 value = [19, 109] class = no default 3230->3248 3232 self_reference_min_shares <= 912.0 gini = 0.456 samples = 37 value = [13, 24] class = no default 3231->3232 3247 gini = 0.0 samples = 5 value = [5, 0] class = default 3231->3247 3233 kw_max_min <= 261.5 gini = 0.415 samples = 34 value = [10, 24] class = no default 3232->3233 3246 gini = 0.0 samples = 3 value = [3, 0] class = default 3232->3246 3234 gini = 0.0 samples = 3 value = [3, 0] class = default 3233->3234 3235 average_token_length <= 4.453 gini = 0.35 samples = 31 value = [7, 24] class = no default 3233->3235 3236 LDA_04 <= 0.663 gini = 0.496 samples = 11 value = [6, 5] class = default 3235->3236 3243 LDA_02 <= 0.43 gini = 0.095 samples = 20 value = [1, 19] class = no default 3235->3243 3237 gini = 0.0 samples = 3 value = [0, 3] class = no default 3236->3237 3238 timedelta <= 526.5 gini = 0.375 samples = 8 value = [6, 2] class = default 3236->3238 3239 gini = 0.0 samples = 5 value = [5, 0] class = default 3238->3239 3240 avg_negative_polarity <= -0.359 gini = 0.444 samples = 3 value = [1, 2] class = no default 3238->3240 3241 gini = 0.0 samples = 1 value = [1, 0] class = default 3240->3241 3242 gini = 0.0 samples = 2 value = [0, 2] class = no default 3240->3242 3244 gini = 0.0 samples = 19 value = [0, 19] class = no default 3243->3244 3245 gini = 0.0 samples = 1 value = [1, 0] class = default 3243->3245 3249 rate_negative_words <= 0.211 gini = 0.5 samples = 12 value = [6, 6] class = default 3248->3249 3254 LDA_01 <= 0.02 gini = 0.199 samples = 116 value = [13, 103] class = no default 3248->3254 3250 gini = 0.0 samples = 4 value = [0, 4] class = no default 3249->3250 3251 LDA_02 <= 0.202 gini = 0.375 samples = 8 value = [6, 2] class = default 3249->3251 3252 gini = 0.0 samples = 6 value = [6, 0] class = default 3251->3252 3253 gini = 0.0 samples = 2 value = [0, 2] class = no default 3251->3253 3255 LDA_04 <= 0.718 gini = 0.5 samples = 10 value = [5, 5] class = default 3254->3255 3258 average_token_length <= 5.166 gini = 0.14 samples = 106 value = [8, 98] class = no default 3254->3258 3256 gini = 0.0 samples = 5 value = [0, 5] class = no default 3255->3256 3257 gini = 0.0 samples = 5 value = [5, 0] class = default 3255->3257 3259 self_reference_avg_sharess <= 1875.458 gini = 0.124 samples = 105 value = [7, 98] class = no default 3258->3259 3282 gini = 0.0 samples = 1 value = [1, 0] class = default 3258->3282 3260 gini = 0.0 samples = 1 value = [1, 0] class = default 3259->3260 3261 avg_positive_polarity <= 0.565 gini = 0.109 samples = 104 value = [6, 98] class = no default 3259->3261 3262 global_subjectivity <= 0.561 gini = 0.093 samples = 102 value = [5, 97] class = no default 3261->3262 3279 LDA_02 <= 0.108 gini = 0.5 samples = 2 value = [1, 1] class = default 3261->3279 3263 n_tokens_title <= 14.5 gini = 0.061 samples = 95 value = [3, 92] class = no default 3262->3263 3276 global_subjectivity <= 0.565 gini = 0.408 samples = 7 value = [2, 5] class = no default 3262->3276 3264 n_non_stop_unique_tokens <= 0.827 gini = 0.042 samples = 93 value = [2, 91] class = no default 3263->3264 3273 abs_title_sentiment_polarity <= 0.25 gini = 0.5 samples = 2 value = [1, 1] class = default 3263->3273 3265 self_reference_max_shares <= 2150.0 gini = 0.022 samples = 90 value = [1, 89] class = no default 3264->3265 3270 LDA_00 <= 0.025 gini = 0.444 samples = 3 value = [1, 2] class = no default 3264->3270 3266 abs_title_subjectivity <= 0.4 gini = 0.444 samples = 3 value = [1, 2] class = no default 3265->3266 3269 gini = 0.0 samples = 87 value = [0, 87] class = no default 3265->3269 3267 gini = 0.0 samples = 2 value = [0, 2] class = no default 3266->3267 3268 gini = 0.0 samples = 1 value = [1, 0] class = default 3266->3268 3271 gini = 0.0 samples = 1 value = [1, 0] class = default 3270->3271 3272 gini = 0.0 samples = 2 value = [0, 2] class = no default 3270->3272 3274 gini = 0.0 samples = 1 value = [1, 0] class = default 3273->3274 3275 gini = 0.0 samples = 1 value = [0, 1] class = no default 3273->3275 3277 gini = 0.0 samples = 2 value = [2, 0] class = default 3276->3277 3278 gini = 0.0 samples = 5 value = [0, 5] class = no default 3276->3278 3280 gini = 0.0 samples = 1 value = [0, 1] class = no default 3279->3280 3281 gini = 0.0 samples = 1 value = [1, 0] class = default 3279->3281 3284 kw_max_avg <= 3431.464 gini = 0.497 samples = 2793 value = [1287, 1506] class = no default 3283->3284 4261 global_rate_positive_words <= 0.104 gini = 0.288 samples = 338 value = [59, 279] class = no default 3283->4261 3285 self_reference_min_shares <= 9200.0 gini = 0.5 samples = 1533 value = [789, 744] class = default 3284->3285 3832 n_unique_tokens <= 0.432 gini = 0.478 samples = 1260 value = [498, 762] class = no default 3284->3832 3286 LDA_04 <= 0.2 gini = 0.499 samples = 1497 value = [786, 711] class = default 3285->3286 3821 min_positive_polarity <= 0.225 gini = 0.153 samples = 36 value = [3, 33] class = no default 3285->3821 3287 n_non_stop_unique_tokens <= 0.627 gini = 0.487 samples = 825 value = [479, 346] class = default 3286->3287 3588 global_rate_positive_words <= 0.073 gini = 0.496 samples = 672 value = [307, 365] class = no default 3286->3588 3288 rate_positive_words <= 0.84 gini = 0.47 samples = 90 value = [34, 56] class = no default 3287->3288 3323 n_tokens_content <= 190.5 gini = 0.478 samples = 735 value = [445, 290] class = default 3287->3323 3289 min_positive_polarity <= 0.118 gini = 0.413 samples = 72 value = [21, 51] class = no default 3288->3289 3316 self_reference_avg_sharess <= 3582.143 gini = 0.401 samples = 18 value = [13, 5] class = default 3288->3316 3290 kw_avg_min <= 608.833 gini = 0.324 samples = 59 value = [12, 47] class = no default 3289->3290 3311 average_token_length <= 4.889 gini = 0.426 samples = 13 value = [9, 4] class = default 3289->3311 3291 self_reference_max_shares <= 2450.0 gini = 0.237 samples = 51 value = [7, 44] class = no default 3290->3291 3306 global_rate_negative_words <= 0.02 gini = 0.469 samples = 8 value = [5, 3] class = default 3290->3306 3292 timedelta <= 719.0 gini = 0.059 samples = 33 value = [1, 32] class = no default 3291->3292 3297 global_rate_negative_words <= 0.019 gini = 0.444 samples = 18 value = [6, 12] class = no default 3291->3297 3293 gini = 0.0 samples = 31 value = [0, 31] class = no default 3292->3293 3294 avg_positive_polarity <= 0.281 gini = 0.5 samples = 2 value = [1, 1] class = default 3292->3294 3295 gini = 0.0 samples = 1 value = [1, 0] class = default 3294->3295 3296 gini = 0.0 samples = 1 value = [0, 1] class = no default 3294->3296 3298 title_sentiment_polarity <= 0.125 gini = 0.278 samples = 12 value = [2, 10] class = no default 3297->3298 3303 LDA_04 <= 0.029 gini = 0.444 samples = 6 value = [4, 2] class = default 3297->3303 3299 gini = 0.0 samples = 9 value = [0, 9] class = no default 3298->3299 3300 self_reference_avg_sharess <= 6275.0 gini = 0.444 samples = 3 value = [2, 1] class = default 3298->3300 3301 gini = 0.0 samples = 2 value = [2, 0] class = default 3300->3301 3302 gini = 0.0 samples = 1 value = [0, 1] class = no default 3300->3302 3304 gini = 0.0 samples = 2 value = [0, 2] class = no default 3303->3304 3305 gini = 0.0 samples = 4 value = [4, 0] class = default 3303->3305 3307 kw_avg_min <= 640.75 gini = 0.375 samples = 4 value = [1, 3] class = no default 3306->3307 3310 gini = 0.0 samples = 4 value = [4, 0] class = default 3306->3310 3308 gini = 0.0 samples = 1 value = [1, 0] class = default 3307->3308 3309 gini = 0.0 samples = 3 value = [0, 3] class = no default 3307->3309 3312 avg_positive_polarity <= 0.322 gini = 0.298 samples = 11 value = [9, 2] class = default 3311->3312 3315 gini = 0.0 samples = 2 value = [0, 2] class = no default 3311->3315 3313 gini = 0.0 samples = 2 value = [0, 2] class = no default 3312->3313 3314 gini = 0.0 samples = 9 value = [9, 0] class = default 3312->3314 3317 avg_positive_polarity <= 0.245 gini = 0.142 samples = 13 value = [12, 1] class = default 3316->3317 3320 self_reference_avg_sharess <= 6450.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 3316->3320 3318 gini = 0.0 samples = 1 value = [0, 1] class = no default 3317->3318 3319 gini = 0.0 samples = 12 value = [12, 0] class = default 3317->3319 3321 gini = 0.0 samples = 4 value = [0, 4] class = no default 3320->3321 3322 gini = 0.0 samples = 1 value = [1, 0] class = default 3320->3322 3324 title_sentiment_polarity <= 0.119 gini = 0.497 samples = 143 value = [66, 77] class = no default 3323->3324 3381 global_rate_negative_words <= 0.008 gini = 0.461 samples = 592 value = [379, 213] class = default 3323->3381 3325 num_hrefs <= 2.5 gini = 0.494 samples = 88 value = [49, 39] class = default 3324->3325 3358 kw_max_avg <= 2548.959 gini = 0.427 samples = 55 value = [17, 38] class = no default 3324->3358 3326 n_non_stop_unique_tokens <= 0.728 gini = 0.208 samples = 17 value = [15, 2] class = default 3325->3326 3331 kw_avg_min <= 461.512 gini = 0.499 samples = 71 value = [34, 37] class = no default 3325->3331 3327 gini = 0.0 samples = 1 value = [0, 1] class = no default 3326->3327 3328 max_negative_polarity <= -0.55 gini = 0.117 samples = 16 value = [15, 1] class = default 3326->3328 3329 gini = 0.0 samples = 1 value = [0, 1] class = no default 3328->3329 3330 gini = 0.0 samples = 15 value = [15, 0] class = default 3328->3330 3332 kw_avg_min <= 403.042 gini = 0.488 samples = 57 value = [33, 24] class = default 3331->3332 3355 LDA_00 <= 0.82 gini = 0.133 samples = 14 value = [1, 13] class = no default 3331->3355 3333 kw_avg_min <= 296.6 gini = 0.5 samples = 49 value = [25, 24] class = default 3332->3333 3354 gini = 0.0 samples = 8 value = [8, 0] class = default 3332->3354 3334 gini = 0.0 samples = 7 value = [7, 0] class = default 3333->3334 3335 LDA_01 <= 0.029 gini = 0.49 samples = 42 value = [18, 24] class = no default 3333->3335 3336 self_reference_min_shares <= 1450.0 gini = 0.278 samples = 6 value = [5, 1] class = default 3335->3336 3339 kw_avg_min <= 341.25 gini = 0.461 samples = 36 value = [13, 23] class = no default 3335->3339 3337 gini = 0.0 samples = 5 value = [5, 0] class = default 3336->3337 3338 gini = 0.0 samples = 1 value = [0, 1] class = no default 3336->3338 3340 global_rate_positive_words <= 0.056 gini = 0.499 samples = 19 value = [10, 9] class = default 3339->3340 3347 timedelta <= 706.5 gini = 0.291 samples = 17 value = [3, 14] class = no default 3339->3347 3341 global_rate_negative_words <= 0.03 gini = 0.397 samples = 11 value = [3, 8] class = no default 3340->3341 3344 num_self_hrefs <= 1.5 gini = 0.219 samples = 8 value = [7, 1] class = default 3340->3344 3342 gini = 0.0 samples = 8 value = [0, 8] class = no default 3341->3342 3343 gini = 0.0 samples = 3 value = [3, 0] class = default 3341->3343 3345 gini = 0.0 samples = 1 value = [0, 1] class = no default 3344->3345 3346 gini = 0.0 samples = 7 value = [7, 0] class = default 3344->3346 3348 global_subjectivity <= 0.591 gini = 0.124 samples = 15 value = [1, 14] class = no default 3347->3348 3353 gini = 0.0 samples = 2 value = [2, 0] class = default 3347->3353 3349 gini = 0.0 samples = 13 value = [0, 13] class = no default 3348->3349 3350 timedelta <= 684.5 gini = 0.5 samples = 2 value = [1, 1] class = default 3348->3350 3351 gini = 0.0 samples = 1 value = [1, 0] class = default 3350->3351 3352 gini = 0.0 samples = 1 value = [0, 1] class = no default 3350->3352 3356 gini = 0.0 samples = 13 value = [0, 13] class = no default 3355->3356 3357 gini = 0.0 samples = 1 value = [1, 0] class = default 3355->3357 3359 num_keywords <= 4.5 gini = 0.32 samples = 5 value = [4, 1] class = default 3358->3359 3362 n_unique_tokens <= 0.601 gini = 0.385 samples = 50 value = [13, 37] class = no default 3358->3362 3360 gini = 0.0 samples = 1 value = [0, 1] class = no default 3359->3360 3361 gini = 0.0 samples = 4 value = [4, 0] class = default 3359->3361 3363 gini = 0.0 samples = 2 value = [2, 0] class = default 3362->3363 3364 global_rate_negative_words <= 0.013 gini = 0.353 samples = 48 value = [11, 37] class = no default 3362->3364 3365 abs_title_sentiment_polarity <= 0.354 gini = 0.472 samples = 21 value = [8, 13] class = no default 3364->3365 3374 num_self_hrefs <= 4.5 gini = 0.198 samples = 27 value = [3, 24] class = no default 3364->3374 3366 title_subjectivity <= 0.695 gini = 0.153 samples = 12 value = [1, 11] class = no default 3365->3366 3371 LDA_04 <= 0.027 gini = 0.346 samples = 9 value = [7, 2] class = default 3365->3371 3367 gini = 0.0 samples = 10 value = [0, 10] class = no default 3366->3367 3368 LDA_01 <= 0.17 gini = 0.5 samples = 2 value = [1, 1] class = default 3366->3368 3369 gini = 0.0 samples = 1 value = [1, 0] class = default 3368->3369 3370 gini = 0.0 samples = 1 value = [0, 1] class = no default 3368->3370 3372 gini = 0.0 samples = 2 value = [0, 2] class = no default 3371->3372 3373 gini = 0.0 samples = 7 value = [7, 0] class = default 3371->3373 3375 n_non_stop_unique_tokens <= 0.741 gini = 0.077 samples = 25 value = [1, 24] class = no default 3374->3375 3380 gini = 0.0 samples = 2 value = [2, 0] class = default 3374->3380 3376 self_reference_avg_sharess <= 705.0 gini = 0.5 samples = 2 value = [1, 1] class = default 3375->3376 3379 gini = 0.0 samples = 23 value = [0, 23] class = no default 3375->3379 3377 gini = 0.0 samples = 1 value = [0, 1] class = no default 3376->3377 3378 gini = 0.0 samples = 1 value = [1, 0] class = default 3376->3378 3382 weekday_is_friday <= 0.5 gini = 0.288 samples = 86 value = [71, 15] class = default 3381->3382 3413 n_tokens_title <= 7.5 gini = 0.476 samples = 506 value = [308, 198] class = default 3381->3413 3383 LDA_01 <= 0.631 gini = 0.25 samples = 82 value = [70, 12] class = default 3382->3383 3410 LDA_04 <= 0.04 gini = 0.375 samples = 4 value = [1, 3] class = no default 3382->3410 3384 n_unique_tokens <= 0.698 gini = 0.206 samples = 77 value = [68, 9] class = default 3383->3384 3407 kw_avg_max <= 128274.754 gini = 0.48 samples = 5 value = [2, 3] class = no default 3383->3407 3385 avg_positive_polarity <= 0.133 gini = 0.171 samples = 74 value = [67, 7] class = default 3384->3385 3404 avg_positive_polarity <= 0.55 gini = 0.444 samples = 3 value = [1, 2] class = no default 3384->3404 3386 gini = 0.0 samples = 1 value = [0, 1] class = no default 3385->3386 3387 kw_max_avg <= 3430.343 gini = 0.151 samples = 73 value = [67, 6] class = default 3385->3387 3388 n_tokens_content <= 585.0 gini = 0.129 samples = 72 value = [67, 5] class = default 3387->3388 3403 gini = 0.0 samples = 1 value = [0, 1] class = no default 3387->3403 3389 global_rate_positive_words <= 0.082 gini = 0.086 samples = 67 value = [64, 3] class = default 3388->3389 3400 LDA_04 <= 0.033 gini = 0.48 samples = 5 value = [3, 2] class = default 3388->3400 3390 self_reference_max_shares <= 2350.0 gini = 0.06 samples = 65 value = [63, 2] class = default 3389->3390 3397 num_hrefs <= 6.5 gini = 0.5 samples = 2 value = [1, 1] class = default 3389->3397 3391 gini = 0.0 samples = 50 value = [50, 0] class = default 3390->3391 3392 self_reference_avg_sharess <= 2025.0 gini = 0.231 samples = 15 value = [13, 2] class = default 3390->3392 3393 min_positive_polarity <= 0.118 gini = 0.444 samples = 3 value = [1, 2] class = no default 3392->3393 3396 gini = 0.0 samples = 12 value = [12, 0] class = default 3392->3396 3394 gini = 0.0 samples = 2 value = [0, 2] class = no default 3393->3394 3395 gini = 0.0 samples = 1 value = [1, 0] class = default 3393->3395 3398 gini = 0.0 samples = 1 value = [0, 1] class = no default 3397->3398 3399 gini = 0.0 samples = 1 value = [1, 0] class = default 3397->3399 3401 gini = 0.0 samples = 2 value = [0, 2] class = no default 3400->3401 3402 gini = 0.0 samples = 3 value = [3, 0] class = default 3400->3402 3405 gini = 0.0 samples = 2 value = [0, 2] class = no default 3404->3405 3406 gini = 0.0 samples = 1 value = [1, 0] class = default 3404->3406 3408 gini = 0.0 samples = 3 value = [0, 3] class = no default 3407->3408 3409 gini = 0.0 samples = 2 value = [2, 0] class = default 3407->3409 3411 gini = 0.0 samples = 3 value = [0, 3] class = no default 3410->3411 3412 gini = 0.0 samples = 1 value = [1, 0] class = default 3410->3412 3414 kw_max_avg <= 3411.869 gini = 0.468 samples = 51 value = [19, 32] class = no default 3413->3414 3433 timedelta <= 624.0 gini = 0.463 samples = 455 value = [289, 166] class = default 3413->3433 3415 LDA_04 <= 0.025 gini = 0.423 samples = 46 value = [14, 32] class = no default 3414->3415 3432 gini = 0.0 samples = 5 value = [5, 0] class = default 3414->3432 3416 kw_avg_max <= 26308.75 gini = 0.278 samples = 6 value = [5, 1] class = default 3415->3416 3419 LDA_04 <= 0.07 gini = 0.349 samples = 40 value = [9, 31] class = no default 3415->3419 3417 gini = 0.0 samples = 5 value = [5, 0] class = default 3416->3417 3418 gini = 0.0 samples = 1 value = [0, 1] class = no default 3416->3418 3420 avg_positive_polarity <= 0.38 gini = 0.272 samples = 37 value = [6, 31] class = no default 3419->3420 3431 gini = 0.0 samples = 3 value = [3, 0] class = default 3419->3431 3421 min_positive_polarity <= 0.168 gini = 0.08 samples = 24 value = [1, 23] class = no default 3420->3421 3424 kw_avg_max <= 39708.334 gini = 0.473 samples = 13 value = [5, 8] class = no default 3420->3424 3422 gini = 0.0 samples = 23 value = [0, 23] class = no default 3421->3422 3423 gini = 0.0 samples = 1 value = [1, 0] class = default 3421->3423 3425 rate_positive_words <= 0.6 gini = 0.219 samples = 8 value = [1, 7] class = no default 3424->3425 3428 rate_positive_words <= 0.774 gini = 0.32 samples = 5 value = [4, 1] class = default 3424->3428 3426 gini = 0.0 samples = 1 value = [1, 0] class = default 3425->3426 3427 gini = 0.0 samples = 7 value = [0, 7] class = no default 3425->3427 3429 gini = 0.0 samples = 4 value = [4, 0] class = default 3428->3429 3430 gini = 0.0 samples = 1 value = [0, 1] class = no default 3428->3430 3434 title_subjectivity <= 0.475 gini = 0.198 samples = 36 value = [32, 4] class = default 3433->3434 3443 avg_positive_polarity <= 0.38 gini = 0.474 samples = 419 value = [257, 162] class = default 3433->3443 3435 avg_negative_polarity <= -0.575 gini = 0.064 samples = 30 value = [29, 1] class = default 3434->3435 3438 global_rate_positive_words <= 0.041 gini = 0.5 samples = 6 value = [3, 3] class = default 3434->3438 3436 gini = 0.0 samples = 1 value = [0, 1] class = no default 3435->3436 3437 gini = 0.0 samples = 29 value = [29, 0] class = default 3435->3437 3439 timedelta <= 607.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 3438->3439 3442 gini = 0.0 samples = 2 value = [2, 0] class = default 3438->3442 3440 gini = 0.0 samples = 1 value = [1, 0] class = default 3439->3440 3441 gini = 0.0 samples = 3 value = [0, 3] class = no default 3439->3441 3444 min_negative_polarity <= -0.417 gini = 0.444 samples = 271 value = [181, 90] class = default 3443->3444 3543 avg_negative_polarity <= -0.264 gini = 0.5 samples = 148 value = [76, 72] class = default 3443->3543 3445 LDA_02 <= 0.025 gini = 0.39 samples = 181 value = [133, 48] class = default 3444->3445 3508 average_token_length <= 4.623 gini = 0.498 samples = 90 value = [48, 42] class = default 3444->3508 3446 gini = 0.0 samples = 6 value = [0, 6] class = no default 3445->3446 3447 self_reference_min_shares <= 2650.0 gini = 0.365 samples = 175 value = [133, 42] class = default 3445->3447 3448 global_rate_negative_words <= 0.047 gini = 0.333 samples = 161 value = [127, 34] class = default 3447->3448 3503 kw_max_min <= 475.0 gini = 0.49 samples = 14 value = [6, 8] class = no default 3447->3503 3449 global_subjectivity <= 0.254 gini = 0.322 samples = 159 value = [127, 32] class = default 3448->3449 3502 gini = 0.0 samples = 2 value = [0, 2] class = no default 3448->3502 3450 gini = 0.0 samples = 2 value = [0, 2] class = no default 3449->3450 3451 self_reference_avg_sharess <= 185.5 gini = 0.309 samples = 157 value = [127, 30] class = default 3449->3451 3452 kw_max_avg <= 2715.902 gini = 0.399 samples = 80 value = [58, 22] class = default 3451->3452 3479 n_unique_tokens <= 0.445 gini = 0.186 samples = 77 value = [69, 8] class = default 3451->3479 3453 kw_avg_max <= 21700.0 gini = 0.493 samples = 34 value = [19, 15] class = default 3452->3453 3466 kw_max_avg <= 3212.939 gini = 0.258 samples = 46 value = [39, 7] class = default 3452->3466 3454 global_rate_positive_words <= 0.041 gini = 0.397 samples = 22 value = [16, 6] class = default 3453->3454 3461 min_negative_polarity <= -0.683 gini = 0.375 samples = 12 value = [3, 9] class = no default 3453->3461 3455 gini = 0.0 samples = 11 value = [11, 0] class = default 3454->3455 3456 LDA_02 <= 0.033 gini = 0.496 samples = 11 value = [5, 6] class = no default 3454->3456 3457 gini = 0.0 samples = 4 value = [4, 0] class = default 3456->3457 3458 num_hrefs <= 13.0 gini = 0.245 samples = 7 value = [1, 6] class = no default 3456->3458 3459 gini = 0.0 samples = 6 value = [0, 6] class = no default 3458->3459 3460 gini = 0.0 samples = 1 value = [1, 0] class = default 3458->3460 3462 gini = 0.0 samples = 2 value = [2, 0] class = default 3461->3462 3463 abs_title_sentiment_polarity <= 0.625 gini = 0.18 samples = 10 value = [1, 9] class = no default 3461->3463 3464 gini = 0.0 samples = 9 value = [0, 9] class = no default 3463->3464 3465 gini = 0.0 samples = 1 value = [1, 0] class = default 3463->3465 3467 n_tokens_content <= 750.0 gini = 0.064 samples = 30 value = [29, 1] class = default 3466->3467 3472 avg_negative_polarity <= -0.259 gini = 0.469 samples = 16 value = [10, 6] class = default 3466->3472 3468 gini = 0.0 samples = 27 value = [27, 0] class = default 3467->3468 3469 n_non_stop_unique_tokens <= 0.707 gini = 0.444 samples = 3 value = [2, 1] class = default 3467->3469 3470 gini = 0.0 samples = 2 value = [2, 0] class = default 3469->3470 3471 gini = 0.0 samples = 1 value = [0, 1] class = no default 3469->3471 3473 global_rate_negative_words <= 0.034 gini = 0.355 samples = 13 value = [10, 3] class = default 3472->3473 3478 gini = 0.0 samples = 3 value = [0, 3] class = no default 3472->3478 3474 n_unique_tokens <= 0.659 gini = 0.165 samples = 11 value = [10, 1] class = default 3473->3474 3477 gini = 0.0 samples = 2 value = [0, 2] class = no default 3473->3477 3475 gini = 0.0 samples = 10 value = [10, 0] class = default 3474->3475 3476 gini = 0.0 samples = 1 value = [0, 1] class = no default 3474->3476 3480 weekday_is_tuesday <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 3479->3480 3483 kw_max_max <= 654150.0 gini = 0.149 samples = 74 value = [68, 6] class = default 3479->3483 3481 gini = 0.0 samples = 2 value = [0, 2] class = no default 3480->3481 3482 gini = 0.0 samples = 1 value = [1, 0] class = default 3480->3482 3484 n_tokens_title <= 8.5 gini = 0.128 samples = 73 value = [68, 5] class = default 3483->3484 3501 gini = 0.0 samples = 1 value = [0, 1] class = no default 3483->3501 3485 num_videos <= 0.5 gini = 0.48 samples = 5 value = [3, 2] class = default 3484->3485 3488 avg_negative_polarity <= -0.512 gini = 0.084 samples = 68 value = [65, 3] class = default 3484->3488 3486 gini = 0.0 samples = 3 value = [3, 0] class = default 3485->3486 3487 gini = 0.0 samples = 2 value = [0, 2] class = no default 3485->3487 3489 title_sentiment_polarity <= 0.268 gini = 0.5 samples = 2 value = [1, 1] class = default 3488->3489 3492 global_sentiment_polarity <= -0.081 gini = 0.059 samples = 66 value = [64, 2] class = default 3488->3492 3490 gini = 0.0 samples = 1 value = [0, 1] class = no default 3489->3490 3491 gini = 0.0 samples = 1 value = [1, 0] class = default 3489->3491 3493 LDA_03 <= 0.436 gini = 0.5 samples = 2 value = [1, 1] class = default 3492->3493 3496 n_tokens_content <= 919.0 gini = 0.031 samples = 64 value = [63, 1] class = default 3492->3496 3494 gini = 0.0 samples = 1 value = [1, 0] class = default 3493->3494 3495 gini = 0.0 samples = 1 value = [0, 1] class = no default 3493->3495 3497 gini = 0.0 samples = 61 value = [61, 0] class = default 3496->3497 3498 rate_negative_words <= 0.31 gini = 0.444 samples = 3 value = [2, 1] class = default 3496->3498 3499 gini = 0.0 samples = 2 value = [2, 0] class = default 3498->3499 3500 gini = 0.0 samples = 1 value = [0, 1] class = no default 3498->3500 3504 gini = 0.0 samples = 6 value = [0, 6] class = no default 3503->3504 3505 max_negative_polarity <= -0.15 gini = 0.375 samples = 8 value = [6, 2] class = default 3503->3505 3506 gini = 0.0 samples = 2 value = [0, 2] class = no default 3505->3506 3507 gini = 0.0 samples = 6 value = [6, 0] class = default 3505->3507 3509 title_subjectivity <= 0.674 gini = 0.375 samples = 20 value = [5, 15] class = no default 3508->3509 3518 kw_max_avg <= 3058.996 gini = 0.474 samples = 70 value = [43, 27] class = default 3508->3518 3510 kw_avg_min <= 244.25 gini = 0.208 samples = 17 value = [2, 15] class = no default 3509->3510 3517 gini = 0.0 samples = 3 value = [3, 0] class = default 3509->3517 3511 gini = 0.0 samples = 1 value = [1, 0] class = default 3510->3511 3512 n_tokens_content <= 493.0 gini = 0.117 samples = 16 value = [1, 15] class = no default 3510->3512 3513 gini = 0.0 samples = 14 value = [0, 14] class = no default 3512->3513 3514 kw_avg_min <= 357.667 gini = 0.5 samples = 2 value = [1, 1] class = default 3512->3514 3515 gini = 0.0 samples = 1 value = [0, 1] class = no default 3514->3515 3516 gini = 0.0 samples = 1 value = [1, 0] class = default 3514->3516 3519 kw_max_avg <= 2501.487 gini = 0.364 samples = 46 value = [35, 11] class = default 3518->3519 3534 global_subjectivity <= 0.374 gini = 0.444 samples = 24 value = [8, 16] class = no default 3518->3534 3520 self_reference_avg_sharess <= 451.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 3519->3520 3523 num_hrefs <= 11.5 gini = 0.283 samples = 41 value = [34, 7] class = default 3519->3523 3521 gini = 0.0 samples = 1 value = [1, 0] class = default 3520->3521 3522 gini = 0.0 samples = 4 value = [0, 4] class = no default 3520->3522 3524 kw_min_avg <= 1157.467 gini = 0.193 samples = 37 value = [33, 4] class = default 3523->3524 3531 n_unique_tokens <= 0.509 gini = 0.375 samples = 4 value = [1, 3] class = no default 3523->3531 3525 LDA_00 <= 0.876 gini = 0.062 samples = 31 value = [30, 1] class = default 3524->3525 3528 LDA_01 <= 0.037 gini = 0.5 samples = 6 value = [3, 3] class = default 3524->3528 3526 gini = 0.0 samples = 30 value = [30, 0] class = default 3525->3526 3527 gini = 0.0 samples = 1 value = [0, 1] class = no default 3525->3527 3529 gini = 0.0 samples = 3 value = [3, 0] class = default 3528->3529 3530 gini = 0.0 samples = 3 value = [0, 3] class = no default 3528->3530 3532 gini = 0.0 samples = 1 value = [1, 0] class = default 3531->3532 3533 gini = 0.0 samples = 3 value = [0, 3] class = no default 3531->3533 3535 max_negative_polarity <= -0.138 gini = 0.375 samples = 8 value = [6, 2] class = default 3534->3535 3538 self_reference_avg_sharess <= 3366.667 gini = 0.219 samples = 16 value = [2, 14] class = no default 3534->3538 3536 gini = 0.0 samples = 2 value = [0, 2] class = no default 3535->3536 3537 gini = 0.0 samples = 6 value = [6, 0] class = default 3535->3537 3539 gini = 0.0 samples = 13 value = [0, 13] class = no default 3538->3539 3540 timedelta <= 658.5 gini = 0.444 samples = 3 value = [2, 1] class = default 3538->3540 3541 gini = 0.0 samples = 1 value = [0, 1] class = no default 3540->3541 3542 gini = 0.0 samples = 2 value = [2, 0] class = default 3540->3542 3544 title_sentiment_polarity <= 0.003 gini = 0.466 samples = 84 value = [31, 53] class = no default 3543->3544 3571 LDA_01 <= 0.05 gini = 0.417 samples = 64 value = [45, 19] class = default 3543->3571 3545 LDA_01 <= 0.033 gini = 0.499 samples = 60 value = [29, 31] class = no default 3544->3545 3566 global_sentiment_polarity <= 0.272 gini = 0.153 samples = 24 value = [2, 22] class = no default 3544->3566 3546 gini = 0.0 samples = 10 value = [0, 10] class = no default 3545->3546 3547 rate_negative_words <= 0.287 gini = 0.487 samples = 50 value = [29, 21] class = default 3545->3547 3548 data_channel_is_entertainment <= 0.5 gini = 0.32 samples = 10 value = [2, 8] class = no default 3547->3548 3553 num_hrefs <= 11.5 gini = 0.439 samples = 40 value = [27, 13] class = default 3547->3553 3549 rate_positive_words <= 0.863 gini = 0.444 samples = 3 value = [2, 1] class = default 3548->3549 3552 gini = 0.0 samples = 7 value = [0, 7] class = no default 3548->3552 3550 gini = 0.0 samples = 2 value = [2, 0] class = default 3549->3550 3551 gini = 0.0 samples = 1 value = [0, 1] class = no default 3549->3551 3554 LDA_00 <= 0.025 gini = 0.394 samples = 37 value = [27, 10] class = default 3553->3554 3565 gini = 0.0 samples = 3 value = [0, 3] class = no default 3553->3565 3555 gini = 0.0 samples = 2 value = [0, 2] class = no default 3554->3555 3556 avg_negative_polarity <= -0.273 gini = 0.353 samples = 35 value = [27, 8] class = default 3554->3556 3557 average_token_length <= 4.355 gini = 0.298 samples = 33 value = [27, 6] class = default 3556->3557 3564 gini = 0.0 samples = 2 value = [0, 2] class = no default 3556->3564 3558 gini = 0.0 samples = 2 value = [0, 2] class = no default 3557->3558 3559 timedelta <= 711.5 gini = 0.225 samples = 31 value = [27, 4] class = default 3557->3559 3560 gini = 0.0 samples = 21 value = [21, 0] class = default 3559->3560 3561 self_reference_min_shares <= 692.5 gini = 0.48 samples = 10 value = [6, 4] class = default 3559->3561 3562 gini = 0.0 samples = 6 value = [6, 0] class = default 3561->3562 3563 gini = 0.0 samples = 4 value = [0, 4] class = no default 3561->3563 3567 global_rate_positive_words <= 0.084 gini = 0.083 samples = 23 value = [1, 22] class = no default 3566->3567 3570 gini = 0.0 samples = 1 value = [1, 0] class = default 3566->3570 3568 gini = 0.0 samples = 22 value = [0, 22] class = no default 3567->3568 3569 gini = 0.0 samples = 1 value = [1, 0] class = default 3567->3569 3572 kw_max_avg <= 2807.765 gini = 0.492 samples = 39 value = [22, 17] class = default 3571->3572 3583 LDA_00 <= 0.646 gini = 0.147 samples = 25 value = [23, 2] class = default 3571->3583 3573 rate_positive_words <= 0.794 gini = 0.266 samples = 19 value = [16, 3] class = default 3572->3573 3578 n_unique_tokens <= 0.478 gini = 0.42 samples = 20 value = [6, 14] class = no default 3572->3578 3574 gini = 0.0 samples = 15 value = [15, 0] class = default 3573->3574 3575 average_token_length <= 4.873 gini = 0.375 samples = 4 value = [1, 3] class = no default 3573->3575 3576 gini = 0.0 samples = 3 value = [0, 3] class = no default 3575->3576 3577 gini = 0.0 samples = 1 value = [1, 0] class = default 3575->3577 3579 gini = 0.0 samples = 3 value = [3, 0] class = default 3578->3579 3580 abs_title_subjectivity <= 0.138 gini = 0.291 samples = 17 value = [3, 14] class = no default 3578->3580 3581 gini = 0.0 samples = 3 value = [3, 0] class = default 3580->3581 3582 gini = 0.0 samples = 14 value = [0, 14] class = no default 3580->3582 3584 gini = 0.0 samples = 21 value = [21, 0] class = default 3583->3584 3585 kw_avg_max <= 18272.223 gini = 0.5 samples = 4 value = [2, 2] class = default 3583->3585 3586 gini = 0.0 samples = 2 value = [2, 0] class = default 3585->3586 3587 gini = 0.0 samples = 2 value = [0, 2] class = no default 3585->3587 3589 title_sentiment_polarity <= 0.143 gini = 0.493 samples = 644 value = [284, 360] class = no default 3588->3589 3812 n_non_stop_unique_tokens <= 0.534 gini = 0.293 samples = 28 value = [23, 5] class = default 3588->3812 3590 kw_avg_max <= 195287.5 gini = 0.499 samples = 515 value = [245, 270] class = no default 3589->3590 3771 kw_max_avg <= 2612.955 gini = 0.422 samples = 129 value = [39, 90] class = no default 3589->3771 3591 LDA_01 <= 0.348 gini = 0.497 samples = 489 value = [225, 264] class = no default 3590->3591 3762 LDA_01 <= 0.05 gini = 0.355 samples = 26 value = [20, 6] class = default 3590->3762 3592 LDA_01 <= 0.02 gini = 0.493 samples = 457 value = [202, 255] class = no default 3591->3592 3749 timedelta <= 616.5 gini = 0.404 samples = 32 value = [23, 9] class = default 3591->3749 3593 avg_positive_polarity <= 0.393 gini = 0.43 samples = 32 value = [22, 10] class = default 3592->3593 3604 LDA_04 <= 0.24 gini = 0.488 samples = 425 value = [180, 245] class = no default 3592->3604 3594 global_subjectivity <= 0.501 gini = 0.198 samples = 18 value = [16, 2] class = default 3593->3594 3599 LDA_01 <= 0.02 gini = 0.49 samples = 14 value = [6, 8] class = no default 3593->3599 3595 gini = 0.0 samples = 15 value = [15, 0] class = default 3594->3595 3596 max_negative_polarity <= -0.113 gini = 0.444 samples = 3 value = [1, 2] class = no default 3594->3596 3597 gini = 0.0 samples = 1 value = [1, 0] class = default 3596->3597 3598 gini = 0.0 samples = 2 value = [0, 2] class = no default 3596->3598 3600 self_reference_min_shares <= 3450.0 gini = 0.198 samples = 9 value = [1, 8] class = no default 3599->3600 3603 gini = 0.0 samples = 5 value = [5, 0] class = default 3599->3603 3601 gini = 0.0 samples = 8 value = [0, 8] class = no default 3600->3601 3602 gini = 0.0 samples = 1 value = [1, 0] class = default 3600->3602 3605 LDA_02 <= 0.673 gini = 0.105 samples = 18 value = [1, 17] class = no default 3604->3605 3608 LDA_04 <= 0.768 gini = 0.493 samples = 407 value = [179, 228] class = no default 3604->3608 3606 gini = 0.0 samples = 17 value = [0, 17] class = no default 3605->3606 3607 gini = 0.0 samples = 1 value = [1, 0] class = default 3605->3607 3609 global_subjectivity <= 0.37 gini = 0.5 samples = 260 value = [129, 131] class = no default 3608->3609 3700 global_rate_positive_words <= 0.06 gini = 0.449 samples = 147 value = [50, 97] class = no default 3608->3700 3610 avg_negative_polarity <= -0.125 gini = 0.423 samples = 46 value = [32, 14] class = default 3609->3610 3623 rate_negative_words <= 0.212 gini = 0.496 samples = 214 value = [97, 117] class = no default 3609->3623 3611 LDA_01 <= 0.186 gini = 0.307 samples = 37 value = [30, 7] class = default 3610->3611 3620 kw_avg_max <= 139522.164 gini = 0.346 samples = 9 value = [2, 7] class = no default 3610->3620 3612 timedelta <= 616.5 gini = 0.208 samples = 34 value = [30, 4] class = default 3611->3612 3619 gini = 0.0 samples = 3 value = [0, 3] class = no default 3611->3619 3613 gini = 0.0 samples = 2 value = [0, 2] class = no default 3612->3613 3614 kw_max_min <= 342.5 gini = 0.117 samples = 32 value = [30, 2] class = default 3612->3614 3615 LDA_03 <= 0.05 gini = 0.444 samples = 3 value = [1, 2] class = no default 3614->3615 3618 gini = 0.0 samples = 29 value = [29, 0] class = default 3614->3618 3616 gini = 0.0 samples = 1 value = [1, 0] class = default 3615->3616 3617 gini = 0.0 samples = 2 value = [0, 2] class = no default 3615->3617 3621 gini = 0.0 samples = 7 value = [0, 7] class = no default 3620->3621 3622 gini = 0.0 samples = 2 value = [2, 0] class = default 3620->3622 3624 LDA_02 <= 0.034 gini = 0.482 samples = 79 value = [47, 32] class = default 3623->3624 3653 kw_max_min <= 1850.0 gini = 0.466 samples = 135 value = [50, 85] class = no default 3623->3653 3625 average_token_length <= 4.968 gini = 0.397 samples = 44 value = [32, 12] class = default 3624->3625 3638 LDA_00 <= 0.435 gini = 0.49 samples = 35 value = [15, 20] class = no default 3624->3638 3626 timedelta <= 680.5 gini = 0.326 samples = 39 value = [31, 8] class = default 3625->3626 3635 n_tokens_title <= 11.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 3625->3635 3627 n_unique_tokens <= 0.607 gini = 0.48 samples = 20 value = [12, 8] class = default 3626->3627 3634 gini = 0.0 samples = 19 value = [19, 0] class = default 3626->3634 3628 max_positive_polarity <= 0.9 gini = 0.32 samples = 15 value = [12, 3] class = default 3627->3628 3633 gini = 0.0 samples = 5 value = [0, 5] class = no default 3627->3633 3629 gini = 0.0 samples = 11 value = [11, 0] class = default 3628->3629 3630 self_reference_min_shares <= 4150.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 3628->3630 3631 gini = 0.0 samples = 3 value = [0, 3] class = no default 3630->3631 3632 gini = 0.0 samples = 1 value = [1, 0] class = default 3630->3632 3636 gini = 0.0 samples = 4 value = [0, 4] class = no default 3635->3636 3637 gini = 0.0 samples = 1 value = [1, 0] class = default 3635->3637 3639 LDA_02 <= 0.198 gini = 0.458 samples = 31 value = [11, 20] class = no default 3638->3639 3652 gini = 0.0 samples = 4 value = [4, 0] class = default 3638->3652 3640 n_tokens_title <= 7.5 gini = 0.231 samples = 15 value = [2, 13] class = no default 3639->3640 3647 rate_negative_words <= 0.148 gini = 0.492 samples = 16 value = [9, 7] class = default 3639->3647 3641 gini = 0.0 samples = 1 value = [1, 0] class = default 3640->3641 3642 kw_avg_avg <= 1378.433 gini = 0.133 samples = 14 value = [1, 13] class = no default 3640->3642 3643 global_sentiment_polarity <= 0.288 gini = 0.5 samples = 2 value = [1, 1] class = default 3642->3643 3646 gini = 0.0 samples = 12 value = [0, 12] class = no default 3642->3646 3644 gini = 0.0 samples = 1 value = [1, 0] class = default 3643->3644 3645 gini = 0.0 samples = 1 value = [0, 1] class = no default 3643->3645 3648 n_tokens_title <= 7.5 gini = 0.298 samples = 11 value = [9, 2] class = default 3647->3648 3651 gini = 0.0 samples = 5 value = [0, 5] class = no default 3647->3651 3649 gini = 0.0 samples = 2 value = [0, 2] class = no default 3648->3649 3650 gini = 0.0 samples = 9 value = [9, 0] class = default 3648->3650 3654 kw_avg_min <= 511.667 gini = 0.481 samples = 124 value = [50, 74] class = no default 3653->3654 3699 gini = 0.0 samples = 11 value = [0, 11] class = no default 3653->3699 3655 global_subjectivity <= 0.424 gini = 0.454 samples = 106 value = [37, 69] class = no default 3654->3655 3692 global_rate_positive_words <= 0.043 gini = 0.401 samples = 18 value = [13, 5] class = default 3654->3692 3656 kw_avg_avg <= 2540.461 gini = 0.305 samples = 48 value = [9, 39] class = no default 3655->3656 3667 max_negative_polarity <= -0.161 gini = 0.499 samples = 58 value = [28, 30] class = no default 3655->3667 3657 title_subjectivity <= 0.95 gini = 0.231 samples = 45 value = [6, 39] class = no default 3656->3657 3666 gini = 0.0 samples = 3 value = [3, 0] class = default 3656->3666 3658 global_sentiment_polarity <= 0.148 gini = 0.169 samples = 43 value = [4, 39] class = no default 3657->3658 3665 gini = 0.0 samples = 2 value = [2, 0] class = default 3657->3665 3659 LDA_04 <= 0.24 gini = 0.054 samples = 36 value = [1, 35] class = no default 3658->3659 3662 average_token_length <= 4.611 gini = 0.49 samples = 7 value = [3, 4] class = no default 3658->3662 3660 gini = 0.0 samples = 1 value = [1, 0] class = default 3659->3660 3661 gini = 0.0 samples = 35 value = [0, 35] class = no default 3659->3661 3663 gini = 0.0 samples = 3 value = [3, 0] class = default 3662->3663 3664 gini = 0.0 samples = 4 value = [0, 4] class = no default 3662->3664 3668 gini = 0.0 samples = 7 value = [0, 7] class = no default 3667->3668 3669 kw_avg_avg <= 2489.976 gini = 0.495 samples = 51 value = [28, 23] class = default 3667->3669 3670 global_subjectivity <= 0.491 gini = 0.467 samples = 43 value = [27, 16] class = default 3669->3670 3689 LDA_03 <= 0.029 gini = 0.219 samples = 8 value = [1, 7] class = no default 3669->3689 3671 title_sentiment_polarity <= 0.017 gini = 0.311 samples = 26 value = [21, 5] class = default 3670->3671 3682 average_token_length <= 4.562 gini = 0.457 samples = 17 value = [6, 11] class = no default 3670->3682 3672 n_tokens_content <= 1796.0 gini = 0.219 samples = 24 value = [21, 3] class = default 3671->3672 3681 gini = 0.0 samples = 2 value = [0, 2] class = no default 3671->3681 3673 average_token_length <= 4.082 gini = 0.159 samples = 23 value = [21, 2] class = default 3672->3673 3680 gini = 0.0 samples = 1 value = [0, 1] class = no default 3672->3680 3674 gini = 0.0 samples = 1 value = [0, 1] class = no default 3673->3674 3675 avg_negative_polarity <= -0.39 gini = 0.087 samples = 22 value = [21, 1] class = default 3673->3675 3676 global_subjectivity <= 0.45 gini = 0.5 samples = 2 value = [1, 1] class = default 3675->3676 3679 gini = 0.0 samples = 20 value = [20, 0] class = default 3675->3679 3677 gini = 0.0 samples = 1 value = [1, 0] class = default 3676->3677 3678 gini = 0.0 samples = 1 value = [0, 1] class = no default 3676->3678 3683 n_tokens_content <= 542.0 gini = 0.469 samples = 8 value = [5, 3] class = default 3682->3683 3686 min_negative_polarity <= -0.9 gini = 0.198 samples = 9 value = [1, 8] class = no default 3682->3686 3684 gini = 0.0 samples = 5 value = [5, 0] class = default 3683->3684 3685 gini = 0.0 samples = 3 value = [0, 3] class = no default 3683->3685 3687 gini = 0.0 samples = 1 value = [1, 0] class = default 3686->3687 3688 gini = 0.0 samples = 8 value = [0, 8] class = no default 3686->3688 3690 gini = 0.0 samples = 1 value = [1, 0] class = default 3689->3690 3691 gini = 0.0 samples = 7 value = [0, 7] class = no default 3689->3691 3693 kw_max_avg <= 2648.17 gini = 0.142 samples = 13 value = [12, 1] class = default 3692->3693 3696 n_unique_tokens <= 0.622 gini = 0.32 samples = 5 value = [1, 4] class = no default 3692->3696 3694 gini = 0.0 samples = 1 value = [0, 1] class = no default 3693->3694 3695 gini = 0.0 samples = 12 value = [12, 0] class = default 3693->3695 3697 gini = 0.0 samples = 4 value = [0, 4] class = no default 3696->3697 3698 gini = 0.0 samples = 1 value = [1, 0] class = default 3696->3698 3701 global_subjectivity <= 0.434 gini = 0.471 samples = 132 value = [50, 82] class = no default 3700->3701 3748 gini = 0.0 samples = 15 value = [0, 15] class = no default 3700->3748 3702 kw_avg_max <= 177725.0 gini = 0.383 samples = 62 value = [16, 46] class = no default 3701->3702 3721 n_non_stop_unique_tokens <= 0.582 gini = 0.5 samples = 70 value = [34, 36] class = no default 3701->3721 3703 max_negative_polarity <= -0.306 gini = 0.358 samples = 60 value = [14, 46] class = no default 3702->3703 3720 gini = 0.0 samples = 2 value = [2, 0] class = default 3702->3720 3704 gini = 0.0 samples = 2 value = [2, 0] class = default 3703->3704 3705 LDA_04 <= 0.885 gini = 0.328 samples = 58 value = [12, 46] class = no default 3703->3705 3706 abs_title_subjectivity <= 0.417 gini = 0.157 samples = 35 value = [3, 32] class = no default 3705->3706 3711 rate_positive_words <= 0.806 gini = 0.476 samples = 23 value = [9, 14] class = no default 3705->3711 3707 kw_avg_min <= 367.9 gini = 0.469 samples = 8 value = [3, 5] class = no default 3706->3707 3710 gini = 0.0 samples = 27 value = [0, 27] class = no default 3706->3710 3708 gini = 0.0 samples = 5 value = [0, 5] class = no default 3707->3708 3709 gini = 0.0 samples = 3 value = [3, 0] class = default 3707->3709 3712 global_subjectivity <= 0.4 gini = 0.444 samples = 12 value = [8, 4] class = default 3711->3712 3717 avg_negative_polarity <= -0.472 gini = 0.165 samples = 11 value = [1, 10] class = no default 3711->3717 3713 global_subjectivity <= 0.317 gini = 0.198 samples = 9 value = [8, 1] class = default 3712->3713 3716 gini = 0.0 samples = 3 value = [0, 3] class = no default 3712->3716 3714 gini = 0.0 samples = 1 value = [0, 1] class = no default 3713->3714 3715 gini = 0.0 samples = 8 value = [8, 0] class = default 3713->3715 3718 gini = 0.0 samples = 1 value = [1, 0] class = default 3717->3718 3719 gini = 0.0 samples = 10 value = [0, 10] class = no default 3717->3719 3722 gini = 0.0 samples = 7 value = [7, 0] class = default 3721->3722 3723 kw_max_avg <= 2805.057 gini = 0.49 samples = 63 value = [27, 36] class = no default 3721->3723 3724 timedelta <= 728.5 gini = 0.408 samples = 14 value = [10, 4] class = default 3723->3724 3731 LDA_00 <= 0.029 gini = 0.453 samples = 49 value = [17, 32] class = no default 3723->3731 3725 self_reference_avg_sharess <= 5150.0 gini = 0.18 samples = 10 value = [9, 1] class = default 3724->3725 3728 LDA_00 <= 0.025 gini = 0.375 samples = 4 value = [1, 3] class = no default 3724->3728 3726 gini = 0.0 samples = 9 value = [9, 0] class = default 3725->3726 3727 gini = 0.0 samples = 1 value = [0, 1] class = no default 3725->3727 3729 gini = 0.0 samples = 1 value = [1, 0] class = default 3728->3729 3730 gini = 0.0 samples = 3 value = [0, 3] class = no default 3728->3730 3732 kw_avg_min <= 300.0 gini = 0.245 samples = 21 value = [3, 18] class = no default 3731->3732 3737 timedelta <= 691.0 gini = 0.5 samples = 28 value = [14, 14] class = default 3731->3737 3733 gini = 0.0 samples = 2 value = [2, 0] class = default 3732->3733 3734 weekday_is_thursday <= 0.5 gini = 0.1 samples = 19 value = [1, 18] class = no default 3732->3734 3735 gini = 0.0 samples = 18 value = [0, 18] class = no default 3734->3735 3736 gini = 0.0 samples = 1 value = [1, 0] class = default 3734->3736 3738 kw_avg_min <= 381.583 gini = 0.463 samples = 22 value = [8, 14] class = no default 3737->3738 3747 gini = 0.0 samples = 6 value = [6, 0] class = default 3737->3747 3739 max_negative_polarity <= -0.213 gini = 0.231 samples = 15 value = [2, 13] class = no default 3738->3739 3744 max_negative_polarity <= -0.025 gini = 0.245 samples = 7 value = [6, 1] class = default 3738->3744 3740 gini = 0.0 samples = 1 value = [1, 0] class = default 3739->3740 3741 global_rate_positive_words <= 0.06 gini = 0.133 samples = 14 value = [1, 13] class = no default 3739->3741 3742 gini = 0.0 samples = 13 value = [0, 13] class = no default 3741->3742 3743 gini = 0.0 samples = 1 value = [1, 0] class = default 3741->3743 3745 gini = 0.0 samples = 6 value = [6, 0] class = default 3744->3745 3746 gini = 0.0 samples = 1 value = [0, 1] class = no default 3744->3746 3750 gini = 0.0 samples = 2 value = [0, 2] class = no default 3749->3750 3751 average_token_length <= 5.009 gini = 0.358 samples = 30 value = [23, 7] class = default 3749->3751 3752 LDA_02 <= 0.04 gini = 0.293 samples = 28 value = [23, 5] class = default 3751->3752 3761 gini = 0.0 samples = 2 value = [0, 2] class = no default 3751->3761 3753 max_negative_polarity <= -0.281 gini = 0.153 samples = 24 value = [22, 2] class = default 3752->3753 3758 global_sentiment_polarity <= 0.116 gini = 0.375 samples = 4 value = [1, 3] class = no default 3752->3758 3754 gini = 0.0 samples = 1 value = [0, 1] class = no default 3753->3754 3755 LDA_02 <= 0.02 gini = 0.083 samples = 23 value = [22, 1] class = default 3753->3755 3756 gini = 0.0 samples = 1 value = [0, 1] class = no default 3755->3756 3757 gini = 0.0 samples = 22 value = [22, 0] class = default 3755->3757 3759 gini = 0.0 samples = 1 value = [1, 0] class = default 3758->3759 3760 gini = 0.0 samples = 3 value = [0, 3] class = no default 3758->3760 3763 average_token_length <= 4.299 gini = 0.18 samples = 20 value = [18, 2] class = default 3762->3763 3768 global_sentiment_polarity <= 0.22 gini = 0.444 samples = 6 value = [2, 4] class = no default 3762->3768 3764 global_subjectivity <= 0.405 gini = 0.444 samples = 3 value = [1, 2] class = no default 3763->3764 3767 gini = 0.0 samples = 17 value = [17, 0] class = default 3763->3767 3765 gini = 0.0 samples = 2 value = [0, 2] class = no default 3764->3765 3766 gini = 0.0 samples = 1 value = [1, 0] class = default 3764->3766 3769 gini = 0.0 samples = 4 value = [0, 4] class = no default 3768->3769 3770 gini = 0.0 samples = 2 value = [2, 0] class = default 3768->3770 3772 global_sentiment_polarity <= 0.109 gini = 0.42 samples = 20 value = [14, 6] class = default 3771->3772 3779 kw_min_avg <= 2262.565 gini = 0.354 samples = 109 value = [25, 84] class = no default 3771->3779 3773 abs_title_subjectivity <= 0.331 gini = 0.32 samples = 5 value = [1, 4] class = no default 3772->3773 3776 n_tokens_content <= 1107.0 gini = 0.231 samples = 15 value = [13, 2] class = default 3772->3776 3774 gini = 0.0 samples = 4 value = [0, 4] class = no default 3773->3774 3775 gini = 0.0 samples = 1 value = [1, 0] class = default 3773->3775 3777 gini = 0.0 samples = 13 value = [13, 0] class = default 3776->3777 3778 gini = 0.0 samples = 2 value = [0, 2] class = no default 3776->3778 3780 global_sentiment_polarity <= 0.133 gini = 0.329 samples = 106 value = [22, 84] class = no default 3779->3780 3811 gini = 0.0 samples = 3 value = [3, 0] class = default 3779->3811 3781 num_imgs <= 24.5 gini = 0.087 samples = 44 value = [2, 42] class = no default 3780->3781 3788 avg_positive_polarity <= 0.366 gini = 0.437 samples = 62 value = [20, 42] class = no default 3780->3788 3782 avg_negative_polarity <= -0.558 gini = 0.045 samples = 43 value = [1, 42] class = no default 3781->3782 3787 gini = 0.0 samples = 1 value = [1, 0] class = default 3781->3787 3783 title_subjectivity <= 0.917 gini = 0.5 samples = 2 value = [1, 1] class = default 3782->3783 3786 gini = 0.0 samples = 41 value = [0, 41] class = no default 3782->3786 3784 gini = 0.0 samples = 1 value = [0, 1] class = no default 3783->3784 3785 gini = 0.0 samples = 1 value = [1, 0] class = default 3783->3785 3789 self_reference_max_shares <= 921.5 gini = 0.491 samples = 23 value = [13, 10] class = default 3788->3789 3800 kw_avg_max <= 12875.829 gini = 0.295 samples = 39 value = [7, 32] class = no default 3788->3800 3790 LDA_01 <= 0.12 gini = 0.198 samples = 9 value = [8, 1] class = default 3789->3790 3793 LDA_03 <= 0.025 gini = 0.459 samples = 14 value = [5, 9] class = no default 3789->3793 3791 gini = 0.0 samples = 8 value = [8, 0] class = default 3790->3791 3792 gini = 0.0 samples = 1 value = [0, 1] class = no default 3790->3792 3794 gini = 0.0 samples = 2 value = [2, 0] class = default 3793->3794 3795 title_subjectivity <= 0.646 gini = 0.375 samples = 12 value = [3, 9] class = no default 3793->3795 3796 average_token_length <= 4.132 gini = 0.18 samples = 10 value = [1, 9] class = no default 3795->3796 3799 gini = 0.0 samples = 2 value = [2, 0] class = default 3795->3799 3797 gini = 0.0 samples = 1 value = [1, 0] class = default 3796->3797 3798 gini = 0.0 samples = 9 value = [0, 9] class = no default 3796->3798 3801 gini = 0.0 samples = 2 value = [2, 0] class = default 3800->3801 3802 global_rate_positive_words <= 0.039 gini = 0.234 samples = 37 value = [5, 32] class = no default 3800->3802 3803 global_rate_positive_words <= 0.035 gini = 0.494 samples = 9 value = [4, 5] class = no default 3802->3803 3808 n_unique_tokens <= 0.376 gini = 0.069 samples = 28 value = [1, 27] class = no default 3802->3808 3804 gini = 0.0 samples = 4 value = [0, 4] class = no default 3803->3804 3805 average_token_length <= 4.343 gini = 0.32 samples = 5 value = [4, 1] class = default 3803->3805 3806 gini = 0.0 samples = 1 value = [0, 1] class = no default 3805->3806 3807 gini = 0.0 samples = 4 value = [4, 0] class = default 3805->3807 3809 gini = 0.0 samples = 1 value = [1, 0] class = default 3808->3809 3810 gini = 0.0 samples = 27 value = [0, 27] class = no default 3808->3810 3813 gini = 0.0 samples = 2 value = [0, 2] class = no default 3812->3813 3814 abs_title_subjectivity <= 0.042 gini = 0.204 samples = 26 value = [23, 3] class = default 3812->3814 3815 gini = 0.0 samples = 1 value = [0, 1] class = no default 3814->3815 3816 avg_positive_polarity <= 0.419 gini = 0.147 samples = 25 value = [23, 2] class = default 3814->3816 3817 gini = 0.0 samples = 17 value = [17, 0] class = default 3816->3817 3818 n_tokens_title <= 9.5 gini = 0.375 samples = 8 value = [6, 2] class = default 3816->3818 3819 gini = 0.0 samples = 2 value = [0, 2] class = no default 3818->3819 3820 gini = 0.0 samples = 6 value = [6, 0] class = default 3818->3820 3822 global_subjectivity <= 0.334 gini = 0.108 samples = 35 value = [2, 33] class = no default 3821->3822 3831 gini = 0.0 samples = 1 value = [1, 0] class = default 3821->3831 3823 self_reference_max_shares <= 24750.0 gini = 0.5 samples = 2 value = [1, 1] class = default 3822->3823 3826 LDA_01 <= 0.572 gini = 0.059 samples = 33 value = [1, 32] class = no default 3822->3826 3824 gini = 0.0 samples = 1 value = [0, 1] class = no default 3823->3824 3825 gini = 0.0 samples = 1 value = [1, 0] class = default 3823->3825 3827 gini = 0.0 samples = 31 value = [0, 31] class = no default 3826->3827 3828 abs_title_subjectivity <= 0.3 gini = 0.5 samples = 2 value = [1, 1] class = default 3826->3828 3829 gini = 0.0 samples = 1 value = [0, 1] class = no default 3828->3829 3830 gini = 0.0 samples = 1 value = [1, 0] class = default 3828->3830 3833 LDA_03 <= 0.584 gini = 0.378 samples = 158 value = [40, 118] class = no default 3832->3833 3884 kw_min_avg <= 679.667 gini = 0.486 samples = 1102 value = [458, 644] class = no default 3832->3884 3834 n_tokens_title <= 6.5 gini = 0.339 samples = 148 value = [32, 116] class = no default 3833->3834 3881 average_token_length <= 4.939 gini = 0.32 samples = 10 value = [8, 2] class = default 3833->3881 3835 num_imgs <= 5.0 gini = 0.408 samples = 7 value = [5, 2] class = default 3834->3835 3838 kw_min_max <= 5850.0 gini = 0.31 samples = 141 value = [27, 114] class = no default 3834->3838 3836 gini = 0.0 samples = 2 value = [0, 2] class = no default 3835->3836 3837 gini = 0.0 samples = 5 value = [5, 0] class = default 3835->3837 3839 LDA_04 <= 0.919 gini = 0.295 samples = 139 value = [25, 114] class = no default 3838->3839 3880 gini = 0.0 samples = 2 value = [2, 0] class = default 3838->3880 3840 average_token_length <= 4.26 gini = 0.279 samples = 137 value = [23, 114] class = no default 3839->3840 3879 gini = 0.0 samples = 2 value = [2, 0] class = default 3839->3879 3841 n_tokens_content <= 968.5 gini = 0.475 samples = 18 value = [7, 11] class = no default 3840->3841 3848 avg_positive_polarity <= 0.241 gini = 0.233 samples = 119 value = [16, 103] class = no default 3840->3848 3842 title_subjectivity <= 0.662 gini = 0.298 samples = 11 value = [2, 9] class = no default 3841->3842 3845 LDA_03 <= 0.022 gini = 0.408 samples = 7 value = [5, 2] class = default 3841->3845 3843 gini = 0.0 samples = 9 value = [0, 9] class = no default 3842->3843 3844 gini = 0.0 samples = 2 value = [2, 0] class = default 3842->3844 3846 gini = 0.0 samples = 2 value = [0, 2] class = no default 3845->3846 3847 gini = 0.0 samples = 5 value = [5, 0] class = default 3845->3847 3849 gini = 0.0 samples = 2 value = [2, 0] class = default 3848->3849 3850 data_channel_is_bus <= 0.5 gini = 0.211 samples = 117 value = [14, 103] class = no default 3848->3850 3851 global_rate_positive_words <= 0.018 gini = 0.141 samples = 92 value = [7, 85] class = no default 3850->3851 3870 LDA_00 <= 0.825 gini = 0.403 samples = 25 value = [7, 18] class = no default 3850->3870 3852 gini = 0.0 samples = 1 value = [1, 0] class = default 3851->3852 3853 kw_avg_min <= 246.917 gini = 0.123 samples = 91 value = [6, 85] class = no default 3851->3853 3854 gini = 0.0 samples = 1 value = [1, 0] class = default 3853->3854 3855 weekday_is_tuesday <= 0.5 gini = 0.105 samples = 90 value = [5, 85] class = no default 3853->3855 3856 self_reference_max_shares <= 31550.0 gini = 0.051 samples = 76 value = [2, 74] class = no default 3855->3856 3865 max_positive_polarity <= 0.925 gini = 0.337 samples = 14 value = [3, 11] class = no default 3855->3865 3857 kw_avg_avg <= 2747.131 gini = 0.027 samples = 74 value = [1, 73] class = no default 3856->3857 3862 average_token_length <= 4.511 gini = 0.5 samples = 2 value = [1, 1] class = default 3856->3862 3858 gini = 0.0 samples = 69 value = [0, 69] class = no default 3857->3858 3859 kw_max_min <= 1850.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 3857->3859 3860 gini = 0.0 samples = 4 value = [0, 4] class = no default 3859->3860 3861 gini = 0.0 samples = 1 value = [1, 0] class = default 3859->3861 3863 gini = 0.0 samples = 1 value = [1, 0] class = default 3862->3863 3864 gini = 0.0 samples = 1 value = [0, 1] class = no default 3862->3864 3866 LDA_02 <= 0.022 gini = 0.375 samples = 4 value = [3, 1] class = default 3865->3866 3869 gini = 0.0 samples = 10 value = [0, 10] class = no default 3865->3869 3867 gini = 0.0 samples = 1 value = [0, 1] class = no default 3866->3867 3868 gini = 0.0 samples = 3 value = [3, 0] class = default 3866->3868 3871 kw_max_avg <= 4147.283 gini = 0.498 samples = 15 value = [7, 8] class = no default 3870->3871 3878 gini = 0.0 samples = 10 value = [0, 10] class = no default 3870->3878 3872 title_sentiment_polarity <= 0.5 gini = 0.245 samples = 7 value = [6, 1] class = default 3871->3872 3875 avg_negative_polarity <= -0.38 gini = 0.219 samples = 8 value = [1, 7] class = no default 3871->3875 3873 gini = 0.0 samples = 6 value = [6, 0] class = default 3872->3873 3874 gini = 0.0 samples = 1 value = [0, 1] class = no default 3872->3874 3876 gini = 0.0 samples = 1 value = [1, 0] class = default 3875->3876 3877 gini = 0.0 samples = 7 value = [0, 7] class = no default 3875->3877 3882 gini = 0.0 samples = 8 value = [8, 0] class = default 3881->3882 3883 gini = 0.0 samples = 2 value = [0, 2] class = no default 3881->3883 3885 timedelta <= 722.5 gini = 0.477 samples = 900 value = [353, 547] class = no default 3884->3885 4188 kw_min_avg <= 1794.962 gini = 0.499 samples = 202 value = [105, 97] class = default 3884->4188 3886 LDA_02 <= 0.9 gini = 0.468 samples = 821 value = [307, 514] class = no default 3885->3886 4163 weekday_is_friday <= 0.5 gini = 0.486 samples = 79 value = [46, 33] class = default 3885->4163 3887 data_channel_is_entertainment <= 0.5 gini = 0.465 samples = 811 value = [298, 513] class = no default 3886->3887 4160 rate_positive_words <= 0.792 gini = 0.18 samples = 10 value = [9, 1] class = default 3886->4160 3888 LDA_04 <= 0.911 gini = 0.452 samples = 691 value = [238, 453] class = no default 3887->3888 4117 n_tokens_content <= 161.0 gini = 0.5 samples = 120 value = [60, 60] class = default 3887->4117 3889 n_tokens_content <= 874.5 gini = 0.445 samples = 672 value = [225, 447] class = no default 3888->3889 4110 global_subjectivity <= 0.478 gini = 0.432 samples = 19 value = [13, 6] class = default 3888->4110 3890 abs_title_subjectivity <= 0.222 gini = 0.453 samples = 641 value = [222, 419] class = no default 3889->3890 4103 kw_avg_avg <= 1993.888 gini = 0.175 samples = 31 value = [3, 28] class = no default 3889->4103 3891 min_positive_polarity <= 0.225 gini = 0.49 samples = 207 value = [89, 118] class = no default 3890->3891 3962 n_tokens_content <= 681.0 gini = 0.425 samples = 434 value = [133, 301] class = no default 3890->3962 3892 kw_avg_min <= 304.243 gini = 0.497 samples = 194 value = [89, 105] class = no default 3891->3892 3961 gini = 0.0 samples = 13 value = [0, 13] class = no default 3891->3961 3893 global_subjectivity <= 0.367 gini = 0.287 samples = 23 value = [4, 19] class = no default 3892->3893 3900 kw_max_avg <= 4845.898 gini = 0.5 samples = 171 value = [85, 86] class = no default 3892->3900 3894 global_sentiment_polarity <= 0.049 gini = 0.48 samples = 5 value = [3, 2] class = default 3893->3894 3897 LDA_02 <= 0.027 gini = 0.105 samples = 18 value = [1, 17] class = no default 3893->3897 3895 gini = 0.0 samples = 2 value = [0, 2] class = no default 3894->3895 3896 gini = 0.0 samples = 3 value = [3, 0] class = default 3894->3896 3898 gini = 0.0 samples = 1 value = [1, 0] class = default 3897->3898 3899 gini = 0.0 samples = 17 value = [0, 17] class = no default 3897->3899 3901 LDA_02 <= 0.025 gini = 0.492 samples = 128 value = [72, 56] class = default 3900->3901 3946 min_positive_polarity <= 0.163 gini = 0.422 samples = 43 value = [13, 30] class = no default 3900->3946 3902 LDA_01 <= 0.02 gini = 0.337 samples = 28 value = [22, 6] class = default 3901->3902 3909 kw_avg_max <= 215826.195 gini = 0.5 samples = 100 value = [50, 50] class = default 3901->3909 3903 global_rate_positive_words <= 0.083 gini = 0.32 samples = 5 value = [1, 4] class = no default 3902->3903 3906 kw_avg_max <= 20742.223 gini = 0.159 samples = 23 value = [21, 2] class = default 3902->3906 3904 gini = 0.0 samples = 4 value = [0, 4] class = no default 3903->3904 3905 gini = 0.0 samples = 1 value = [1, 0] class = default 3903->3905 3907 gini = 0.0 samples = 2 value = [0, 2] class = no default 3906->3907 3908 gini = 0.0 samples = 21 value = [21, 0] class = default 3906->3908 3910 kw_avg_avg <= 2352.209 gini = 0.497 samples = 93 value = [43, 50] class = no default 3909->3910 3945 gini = 0.0 samples = 7 value = [7, 0] class = default 3909->3945 3911 LDA_03 <= 0.233 gini = 0.487 samples = 55 value = [32, 23] class = default 3910->3911 3930 LDA_04 <= 0.518 gini = 0.411 samples = 38 value = [11, 27] class = no default 3910->3930 3912 title_sentiment_polarity <= 0.168 gini = 0.5 samples = 45 value = [22, 23] class = no default 3911->3912 3929 gini = 0.0 samples = 10 value = [10, 0] class = default 3911->3929 3913 LDA_04 <= 0.029 gini = 0.464 samples = 30 value = [19, 11] class = default 3912->3913 3924 weekday_is_monday <= 0.5 gini = 0.32 samples = 15 value = [3, 12] class = no default 3912->3924 3914 gini = 0.0 samples = 4 value = [0, 4] class = no default 3913->3914 3915 data_channel_is_tech <= 0.5 gini = 0.393 samples = 26 value = [19, 7] class = default 3913->3915 3916 average_token_length <= 5.198 gini = 0.124 samples = 15 value = [14, 1] class = default 3915->3916 3919 title_subjectivity <= 0.442 gini = 0.496 samples = 11 value = [5, 6] class = no default 3915->3919 3917 gini = 0.0 samples = 14 value = [14, 0] class = default 3916->3917 3918 gini = 0.0 samples = 1 value = [0, 1] class = no default 3916->3918 3920 gini = 0.0 samples = 5 value = [0, 5] class = no default 3919->3920 3921 LDA_01 <= 0.102 gini = 0.278 samples = 6 value = [5, 1] class = default 3919->3921 3922 gini = 0.0 samples = 5 value = [5, 0] class = default 3921->3922 3923 gini = 0.0 samples = 1 value = [0, 1] class = no default 3921->3923 3925 max_negative_polarity <= -0.025 gini = 0.142 samples = 13 value = [1, 12] class = no default 3924->3925 3928 gini = 0.0 samples = 2 value = [2, 0] class = default 3924->3928 3926 gini = 0.0 samples = 12 value = [0, 12] class = no default 3925->3926 3927 gini = 0.0 samples = 1 value = [1, 0] class = default 3925->3927 3931 num_videos <= 16.0 gini = 0.091 samples = 21 value = [1, 20] class = no default 3930->3931 3936 n_non_stop_unique_tokens <= 0.68 gini = 0.484 samples = 17 value = [10, 7] class = default 3930->3936 3932 gini = 0.0 samples = 19 value = [0, 19] class = no default 3931->3932 3933 LDA_04 <= 0.087 gini = 0.5 samples = 2 value = [1, 1] class = default 3931->3933 3934 gini = 0.0 samples = 1 value = [0, 1] class = no default 3933->3934 3935 gini = 0.0 samples = 1 value = [1, 0] class = default 3933->3935 3937 global_sentiment_polarity <= 0.159 gini = 0.375 samples = 8 value = [2, 6] class = no default 3936->3937 3942 num_imgs <= 12.5 gini = 0.198 samples = 9 value = [8, 1] class = default 3936->3942 3938 gini = 0.0 samples = 5 value = [0, 5] class = no default 3937->3938 3939 max_positive_polarity <= 0.9 gini = 0.444 samples = 3 value = [2, 1] class = default 3937->3939 3940 gini = 0.0 samples = 2 value = [2, 0] class = default 3939->3940 3941 gini = 0.0 samples = 1 value = [0, 1] class = no default 3939->3941 3943 gini = 0.0 samples = 8 value = [8, 0] class = default 3942->3943 3944 gini = 0.0 samples = 1 value = [0, 1] class = no default 3942->3944 3947 LDA_03 <= 0.022 gini = 0.355 samples = 39 value = [9, 30] class = no default 3946->3947 3960 gini = 0.0 samples = 4 value = [4, 0] class = default 3946->3960 3948 gini = 0.0 samples = 3 value = [3, 0] class = default 3947->3948 3949 n_non_stop_unique_tokens <= 0.743 gini = 0.278 samples = 36 value = [6, 30] class = no default 3947->3949 3950 gini = 0.0 samples = 18 value = [0, 18] class = no default 3949->3950 3951 title_sentiment_polarity <= -0.022 gini = 0.444 samples = 18 value = [6, 12] class = no default 3949->3951 3952 gini = 0.0 samples = 6 value = [0, 6] class = no default 3951->3952 3953 LDA_04 <= 0.094 gini = 0.5 samples = 12 value = [6, 6] class = default 3951->3953 3954 gini = 0.0 samples = 4 value = [4, 0] class = default 3953->3954 3955 avg_positive_polarity <= 0.296 gini = 0.375 samples = 8 value = [2, 6] class = no default 3953->3955 3956 LDA_01 <= 0.033 gini = 0.444 samples = 3 value = [2, 1] class = default 3955->3956 3959 gini = 0.0 samples = 5 value = [0, 5] class = no default 3955->3959 3957 gini = 0.0 samples = 2 value = [2, 0] class = default 3956->3957 3958 gini = 0.0 samples = 1 value = [0, 1] class = no default 3956->3958 3963 num_hrefs <= 10.5 gini = 0.408 samples = 402 value = [115, 287] class = no default 3962->3963 4094 self_reference_avg_sharess <= 5980.878 gini = 0.492 samples = 32 value = [18, 14] class = default 3962->4094 3964 self_reference_min_shares <= 351.5 gini = 0.431 samples = 341 value = [107, 234] class = no default 3963->3964 4075 avg_positive_polarity <= 0.233 gini = 0.228 samples = 61 value = [8, 53] class = no default 3963->4075 3965 n_tokens_content <= 594.5 gini = 0.324 samples = 123 value = [25, 98] class = no default 3964->3965 4004 self_reference_avg_sharess <= 1875.0 gini = 0.469 samples = 218 value = [82, 136] class = no default 3964->4004 3966 LDA_00 <= 0.506 gini = 0.291 samples = 119 value = [21, 98] class = no default 3965->3966 4003 gini = 0.0 samples = 4 value = [4, 0] class = default 3965->4003 3967 n_tokens_title <= 6.5 gini = 0.191 samples = 84 value = [9, 75] class = no default 3966->3967 3986 avg_negative_polarity <= -0.282 gini = 0.451 samples = 35 value = [12, 23] class = no default 3966->3986 3968 n_non_stop_unique_tokens <= 0.729 gini = 0.444 samples = 3 value = [2, 1] class = default 3967->3968 3971 kw_avg_max <= 18397.917 gini = 0.158 samples = 81 value = [7, 74] class = no default 3967->3971 3969 gini = 0.0 samples = 1 value = [0, 1] class = no default 3968->3969 3970 gini = 0.0 samples = 2 value = [2, 0] class = default 3968->3970 3972 num_hrefs <= 3.5 gini = 0.444 samples = 3 value = [2, 1] class = default 3971->3972 3975 n_tokens_title <= 13.5 gini = 0.12 samples = 78 value = [5, 73] class = no default 3971->3975 3973 gini = 0.0 samples = 1 value = [0, 1] class = no default 3972->3973 3974 gini = 0.0 samples = 2 value = [2, 0] class = default 3972->3974 3976 global_sentiment_polarity <= 0.215 gini = 0.098 samples = 77 value = [4, 73] class = no default 3975->3976 3985 gini = 0.0 samples = 1 value = [1, 0] class = default 3975->3985 3977 LDA_04 <= 0.865 gini = 0.055 samples = 71 value = [2, 69] class = no default 3976->3977 3982 LDA_02 <= 0.031 gini = 0.444 samples = 6 value = [2, 4] class = no default 3976->3982 3978 gini = 0.0 samples = 65 value = [0, 65] class = no default 3977->3978 3979 LDA_01 <= 0.029 gini = 0.444 samples = 6 value = [2, 4] class = no default 3977->3979 3980 gini = 0.0 samples = 4 value = [0, 4] class = no default 3979->3980 3981 gini = 0.0 samples = 2 value = [2, 0] class = default 3979->3981 3983 gini = 0.0 samples = 2 value = [2, 0] class = default 3982->3983 3984 gini = 0.0 samples = 4 value = [0, 4] class = no default 3982->3984 3987 LDA_03 <= 0.252 gini = 0.444 samples = 12 value = [8, 4] class = default 3986->3987 3992 kw_avg_min <= 346.875 gini = 0.287 samples = 23 value = [4, 19] class = no default 3986->3992 3988 kw_max_avg <= 3733.892 gini = 0.198 samples = 9 value = [8, 1] class = default 3987->3988 3991 gini = 0.0 samples = 3 value = [0, 3] class = no default 3987->3991 3989 gini = 0.0 samples = 1 value = [0, 1] class = no default 3988->3989 3990 gini = 0.0 samples = 8 value = [8, 0] class = default 3988->3990 3993 min_negative_polarity <= -0.194 gini = 0.444 samples = 3 value = [2, 1] class = default 3992->3993 3996 average_token_length <= 5.217 gini = 0.18 samples = 20 value = [2, 18] class = no default 3992->3996 3994 gini = 0.0 samples = 1 value = [0, 1] class = no default 3993->3994 3995 gini = 0.0 samples = 2 value = [2, 0] class = default 3993->3995 3997 timedelta <= 662.0 gini = 0.1 samples = 19 value = [1, 18] class = no default 3996->3997 4002 gini = 0.0 samples = 1 value = [1, 0] class = default 3996->4002 3998 rate_positive_words <= 0.754 gini = 0.5 samples = 2 value = [1, 1] class = default 3997->3998 4001 gini = 0.0 samples = 17 value = [0, 17] class = no default 3997->4001 3999 gini = 0.0 samples = 1 value = [0, 1] class = no default 3998->3999 4000 gini = 0.0 samples = 1 value = [1, 0] class = default 3998->4000 4005 kw_avg_max <= 23425.714 gini = 0.476 samples = 64 value = [39, 25] class = default 4004->4005 4024 LDA_03 <= 0.02 gini = 0.403 samples = 154 value = [43, 111] class = no default 4004->4024 4006 self_reference_avg_sharess <= 1521.167 gini = 0.18 samples = 10 value = [1, 9] class = no default 4005->4006 4009 global_subjectivity <= 0.439 gini = 0.417 samples = 54 value = [38, 16] class = default 4005->4009 4007 gini = 0.0 samples = 9 value = [0, 9] class = no default 4006->4007 4008 gini = 0.0 samples = 1 value = [1, 0] class = default 4006->4008 4010 avg_positive_polarity <= 0.326 gini = 0.493 samples = 34 value = [19, 15] class = default 4009->4010 4021 LDA_01 <= 0.598 gini = 0.095 samples = 20 value = [19, 1] class = default 4009->4021 4011 avg_negative_polarity <= -0.305 gini = 0.291 samples = 17 value = [14, 3] class = default 4010->4011 4016 kw_avg_max <= 237771.664 gini = 0.415 samples = 17 value = [5, 12] class = no default 4010->4016 4012 gini = 0.0 samples = 2 value = [0, 2] class = no default 4011->4012 4013 title_sentiment_polarity <= -0.083 gini = 0.124 samples = 15 value = [14, 1] class = default 4011->4013 4014 gini = 0.0 samples = 1 value = [0, 1] class = no default 4013->4014 4015 gini = 0.0 samples = 14 value = [14, 0] class = default 4013->4015 4017 n_non_stop_unique_tokens <= 0.809 gini = 0.245 samples = 14 value = [2, 12] class = no default 4016->4017 4020 gini = 0.0 samples = 3 value = [3, 0] class = default 4016->4020 4018 gini = 0.0 samples = 12 value = [0, 12] class = no default 4017->4018 4019 gini = 0.0 samples = 2 value = [2, 0] class = default 4017->4019 4022 gini = 0.0 samples = 19 value = [19, 0] class = default 4021->4022 4023 gini = 0.0 samples = 1 value = [0, 1] class = no default 4021->4023 4025 gini = 0.0 samples = 4 value = [4, 0] class = default 4024->4025 4026 global_subjectivity <= 0.41 gini = 0.385 samples = 150 value = [39, 111] class = no default 4024->4026 4027 kw_avg_avg <= 2763.065 gini = 0.136 samples = 41 value = [3, 38] class = no default 4026->4027 4038 LDA_00 <= 0.235 gini = 0.442 samples = 109 value = [36, 73] class = no default 4026->4038 4028 timedelta <= 721.5 gini = 0.095 samples = 40 value = [2, 38] class = no default 4027->4028 4037 gini = 0.0 samples = 1 value = [1, 0] class = default 4027->4037 4029 num_imgs <= 9.5 gini = 0.051 samples = 38 value = [1, 37] class = no default 4028->4029 4034 min_positive_polarity <= 0.085 gini = 0.5 samples = 2 value = [1, 1] class = default 4028->4034 4030 gini = 0.0 samples = 35 value = [0, 35] class = no default 4029->4030 4031 num_keywords <= 8.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 4029->4031 4032 gini = 0.0 samples = 1 value = [1, 0] class = default 4031->4032 4033 gini = 0.0 samples = 2 value = [0, 2] class = no default 4031->4033 4035 gini = 0.0 samples = 1 value = [1, 0] class = default 4034->4035 4036 gini = 0.0 samples = 1 value = [0, 1] class = no default 4034->4036 4039 self_reference_max_shares <= 5350.0 gini = 0.375 samples = 76 value = [19, 57] class = no default 4038->4039 4062 max_negative_polarity <= -0.177 gini = 0.5 samples = 33 value = [17, 16] class = default 4038->4062 4040 avg_positive_polarity <= 0.301 gini = 0.165 samples = 44 value = [4, 40] class = no default 4039->4040 4051 rate_negative_words <= 0.226 gini = 0.498 samples = 32 value = [15, 17] class = no default 4039->4051 4041 n_unique_tokens <= 0.585 gini = 0.49 samples = 7 value = [3, 4] class = no default 4040->4041 4046 self_reference_min_shares <= 3850.0 gini = 0.053 samples = 37 value = [1, 36] class = no default 4040->4046 4042 gini = 0.0 samples = 3 value = [0, 3] class = no default 4041->4042 4043 avg_positive_polarity <= 0.16 gini = 0.375 samples = 4 value = [3, 1] class = default 4041->4043 4044 gini = 0.0 samples = 1 value = [0, 1] class = no default 4043->4044 4045 gini = 0.0 samples = 3 value = [3, 0] class = default 4043->4045 4047 gini = 0.0 samples = 34 value = [0, 34] class = no default 4046->4047 4048 min_positive_polarity <= 0.13 gini = 0.444 samples = 3 value = [1, 2] class = no default 4046->4048 4049 gini = 0.0 samples = 2 value = [0, 2] class = no default 4048->4049 4050 gini = 0.0 samples = 1 value = [1, 0] class = default 4048->4050 4052 global_rate_negative_words <= 0.017 gini = 0.165 samples = 11 value = [1, 10] class = no default 4051->4052 4055 timedelta <= 627.5 gini = 0.444 samples = 21 value = [14, 7] class = default 4051->4055 4053 gini = 0.0 samples = 10 value = [0, 10] class = no default 4052->4053 4054 gini = 0.0 samples = 1 value = [1, 0] class = default 4052->4054 4056 gini = 0.0 samples = 3 value = [0, 3] class = no default 4055->4056 4057 weekday_is_tuesday <= 0.5 gini = 0.346 samples = 18 value = [14, 4] class = default 4055->4057 4058 gini = 0.0 samples = 12 value = [12, 0] class = default 4057->4058 4059 global_rate_negative_words <= 0.015 gini = 0.444 samples = 6 value = [2, 4] class = no default 4057->4059 4060 gini = 0.0 samples = 2 value = [2, 0] class = default 4059->4060 4061 gini = 0.0 samples = 4 value = [0, 4] class = no default 4059->4061 4063 gini = 0.0 samples = 5 value = [5, 0] class = default 4062->4063 4064 global_sentiment_polarity <= 0.11 gini = 0.49 samples = 28 value = [12, 16] class = no default 4062->4064 4065 kw_max_max <= 654150.0 gini = 0.278 samples = 6 value = [5, 1] class = default 4064->4065 4068 global_sentiment_polarity <= 0.215 gini = 0.434 samples = 22 value = [7, 15] class = no default 4064->4068 4066 gini = 0.0 samples = 5 value = [5, 0] class = default 4065->4066 4067 gini = 0.0 samples = 1 value = [0, 1] class = no default 4065->4067 4069 average_token_length <= 4.89 gini = 0.133 samples = 14 value = [1, 13] class = no default 4068->4069 4072 n_non_stop_unique_tokens <= 0.815 gini = 0.375 samples = 8 value = [6, 2] class = default 4068->4072 4070 gini = 0.0 samples = 13 value = [0, 13] class = no default 4069->4070 4071 gini = 0.0 samples = 1 value = [1, 0] class = default 4069->4071 4073 gini = 0.0 samples = 6 value = [6, 0] class = default 4072->4073 4074 gini = 0.0 samples = 2 value = [0, 2] class = no default 4072->4074 4076 gini = 0.0 samples = 2 value = [2, 0] class = default 4075->4076 4077 LDA_03 <= 0.02 gini = 0.183 samples = 59 value = [6, 53] class = no default 4075->4077 4078 gini = 0.0 samples = 1 value = [1, 0] class = default 4077->4078 4079 kw_max_avg <= 9206.146 gini = 0.158 samples = 58 value = [5, 53] class = no default 4077->4079 4080 title_subjectivity <= 0.95 gini = 0.131 samples = 57 value = [4, 53] class = no default 4079->4080 4093 gini = 0.0 samples = 1 value = [1, 0] class = default 4079->4093 4081 LDA_01 <= 0.02 gini = 0.073 samples = 53 value = [2, 51] class = no default 4080->4081 4090 global_rate_positive_words <= 0.035 gini = 0.5 samples = 4 value = [2, 2] class = default 4080->4090 4082 max_positive_polarity <= 0.85 gini = 0.5 samples = 2 value = [1, 1] class = default 4081->4082 4085 global_rate_positive_words <= 0.024 gini = 0.038 samples = 51 value = [1, 50] class = no default 4081->4085 4083 gini = 0.0 samples = 1 value = [1, 0] class = default 4082->4083 4084 gini = 0.0 samples = 1 value = [0, 1] class = no default 4082->4084 4086 LDA_01 <= 0.092 gini = 0.375 samples = 4 value = [1, 3] class = no default 4085->4086 4089 gini = 0.0 samples = 47 value = [0, 47] class = no default 4085->4089 4087 gini = 0.0 samples = 3 value = [0, 3] class = no default 4086->4087 4088 gini = 0.0 samples = 1 value = [1, 0] class = default 4086->4088 4091 gini = 0.0 samples = 2 value = [2, 0] class = default 4090->4091 4092 gini = 0.0 samples = 2 value = [0, 2] class = no default 4090->4092 4095 timedelta <= 616.5 gini = 0.426 samples = 26 value = [18, 8] class = default 4094->4095 4102 gini = 0.0 samples = 6 value = [0, 6] class = no default 4094->4102 4096 gini = 0.0 samples = 3 value = [0, 3] class = no default 4095->4096 4097 num_hrefs <= 8.5 gini = 0.34 samples = 23 value = [18, 5] class = default 4095->4097 4098 avg_positive_polarity <= 0.358 gini = 0.494 samples = 9 value = [4, 5] class = no default 4097->4098 4101 gini = 0.0 samples = 14 value = [14, 0] class = default 4097->4101 4099 gini = 0.0 samples = 4 value = [4, 0] class = default 4098->4099 4100 gini = 0.0 samples = 5 value = [0, 5] class = no default 4098->4100 4104 rate_negative_words <= 0.3 gini = 0.49 samples = 7 value = [3, 4] class = no default 4103->4104 4109 gini = 0.0 samples = 24 value = [0, 24] class = no default 4103->4109 4105 gini = 0.0 samples = 3 value = [0, 3] class = no default 4104->4105 4106 rate_positive_words <= 0.593 gini = 0.375 samples = 4 value = [3, 1] class = default 4104->4106 4107 gini = 0.0 samples = 1 value = [0, 1] class = no default 4106->4107 4108 gini = 0.0 samples = 3 value = [3, 0] class = default 4106->4108 4111 gini = 0.0 samples = 10 value = [10, 0] class = default 4110->4111 4112 kw_max_avg <= 3875.0 gini = 0.444 samples = 9 value = [3, 6] class = no default 4110->4112 4113 average_token_length <= 5.031 gini = 0.375 samples = 4 value = [3, 1] class = default 4112->4113 4116 gini = 0.0 samples = 5 value = [0, 5] class = no default 4112->4116 4114 gini = 0.0 samples = 3 value = [3, 0] class = default 4113->4114 4115 gini = 0.0 samples = 1 value = [0, 1] class = no default 4113->4115 4118 min_positive_polarity <= 0.375 gini = 0.133 samples = 14 value = [1, 13] class = no default 4117->4118 4121 kw_avg_min <= 353.25 gini = 0.494 samples = 106 value = [59, 47] class = default 4117->4121 4119 gini = 0.0 samples = 13 value = [0, 13] class = no default 4118->4119 4120 gini = 0.0 samples = 1 value = [1, 0] class = default 4118->4120 4122 LDA_00 <= 0.043 gini = 0.458 samples = 31 value = [11, 20] class = no default 4121->4122 4135 kw_avg_min <= 407.911 gini = 0.461 samples = 75 value = [48, 27] class = default 4121->4135 4123 self_reference_avg_sharess <= 5608.295 gini = 0.298 samples = 22 value = [4, 18] class = no default 4122->4123 4132 max_negative_polarity <= -0.113 gini = 0.346 samples = 9 value = [7, 2] class = default 4122->4132 4124 LDA_02 <= 0.024 gini = 0.18 samples = 20 value = [2, 18] class = no default 4123->4124 4131 gini = 0.0 samples = 2 value = [2, 0] class = default 4123->4131 4125 gini = 0.0 samples = 1 value = [1, 0] class = default 4124->4125 4126 kw_avg_max <= 228203.336 gini = 0.1 samples = 19 value = [1, 18] class = no default 4124->4126 4127 gini = 0.0 samples = 17 value = [0, 17] class = no default 4126->4127 4128 weekday_is_monday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 4126->4128 4129 gini = 0.0 samples = 1 value = [0, 1] class = no default 4128->4129 4130 gini = 0.0 samples = 1 value = [1, 0] class = default 4128->4130 4133 gini = 0.0 samples = 2 value = [0, 2] class = no default 4132->4133 4134 gini = 0.0 samples = 7 value = [7, 0] class = default 4132->4134 4136 kw_max_avg <= 6601.149 gini = 0.095 samples = 20 value = [19, 1] class = default 4135->4136 4139 avg_negative_polarity <= -0.257 gini = 0.499 samples = 55 value = [29, 26] class = default 4135->4139 4137 gini = 0.0 samples = 19 value = [19, 0] class = default 4136->4137 4138 gini = 0.0 samples = 1 value = [0, 1] class = no default 4136->4138 4140 LDA_00 <= 0.031 gini = 0.475 samples = 31 value = [12, 19] class = no default 4139->4140 4151 avg_negative_polarity <= -0.21 gini = 0.413 samples = 24 value = [17, 7] class = default 4139->4151 4141 kw_max_max <= 654150.0 gini = 0.291 samples = 17 value = [3, 14] class = no default 4140->4141 4146 n_non_stop_unique_tokens <= 0.695 gini = 0.459 samples = 14 value = [9, 5] class = default 4140->4146 4142 title_sentiment_polarity <= -0.3 gini = 0.124 samples = 15 value = [1, 14] class = no default 4141->4142 4145 gini = 0.0 samples = 2 value = [2, 0] class = default 4141->4145 4143 gini = 0.0 samples = 1 value = [1, 0] class = default 4142->4143 4144 gini = 0.0 samples = 14 value = [0, 14] class = no default 4142->4144 4147 average_token_length <= 4.58 gini = 0.278 samples = 6 value = [1, 5] class = no default 4146->4147 4150 gini = 0.0 samples = 8 value = [8, 0] class = default 4146->4150 4148 gini = 0.0 samples = 1 value = [1, 0] class = default 4147->4148 4149 gini = 0.0 samples = 5 value = [0, 5] class = no default 4147->4149 4152 gini = 0.0 samples = 9 value = [9, 0] class = default 4151->4152 4153 LDA_00 <= 0.025 gini = 0.498 samples = 15 value = [8, 7] class = default 4151->4153 4154 gini = 0.0 samples = 4 value = [4, 0] class = default 4153->4154 4155 self_reference_min_shares <= 568.5 gini = 0.463 samples = 11 value = [4, 7] class = no default 4153->4155 4156 gini = 0.0 samples = 5 value = [0, 5] class = no default 4155->4156 4157 avg_negative_polarity <= -0.172 gini = 0.444 samples = 6 value = [4, 2] class = default 4155->4157 4158 gini = 0.0 samples = 2 value = [0, 2] class = no default 4157->4158 4159 gini = 0.0 samples = 4 value = [4, 0] class = default 4157->4159 4161 gini = 0.0 samples = 9 value = [9, 0] class = default 4160->4161 4162 gini = 0.0 samples = 1 value = [0, 1] class = no default 4160->4162 4164 n_unique_tokens <= 0.576 gini = 0.466 samples = 73 value = [46, 27] class = default 4163->4164 4187 gini = 0.0 samples = 6 value = [0, 6] class = no default 4163->4187 4165 self_reference_min_shares <= 544.0 gini = 0.499 samples = 40 value = [19, 21] class = no default 4164->4165 4180 num_hrefs <= 5.5 gini = 0.298 samples = 33 value = [27, 6] class = default 4164->4180 4166 avg_negative_polarity <= -0.396 gini = 0.153 samples = 12 value = [11, 1] class = default 4165->4166 4169 average_token_length <= 4.69 gini = 0.408 samples = 28 value = [8, 20] class = no default 4165->4169 4167 gini = 0.0 samples = 1 value = [0, 1] class = no default 4166->4167 4168 gini = 0.0 samples = 11 value = [11, 0] class = default 4166->4168 4170 rate_positive_words <= 0.852 gini = 0.5 samples = 14 value = [7, 7] class = default 4169->4170 4177 LDA_00 <= 0.504 gini = 0.133 samples = 14 value = [1, 13] class = no default 4169->4177 4171 self_reference_avg_sharess <= 1469.25 gini = 0.346 samples = 9 value = [7, 2] class = default 4170->4171 4176 gini = 0.0 samples = 5 value = [0, 5] class = no default 4170->4176 4172 max_positive_polarity <= 0.75 gini = 0.444 samples = 3 value = [1, 2] class = no default 4171->4172 4175 gini = 0.0 samples = 6 value = [6, 0] class = default 4171->4175 4173 gini = 0.0 samples = 1 value = [1, 0] class = default 4172->4173 4174 gini = 0.0 samples = 2 value = [0, 2] class = no default 4172->4174 4178 gini = 0.0 samples = 13 value = [0, 13] class = no default 4177->4178 4179 gini = 0.0 samples = 1 value = [1, 0] class = default 4177->4179 4181 average_token_length <= 4.595 gini = 0.48 samples = 15 value = [9, 6] class = default 4180->4181 4186 gini = 0.0 samples = 18 value = [18, 0] class = default 4180->4186 4182 max_negative_polarity <= -0.075 gini = 0.18 samples = 10 value = [9, 1] class = default 4181->4182 4185 gini = 0.0 samples = 5 value = [0, 5] class = no default 4181->4185 4183 gini = 0.0 samples = 9 value = [9, 0] class = default 4182->4183 4184 gini = 0.0 samples = 1 value = [0, 1] class = no default 4182->4184 4189 global_rate_positive_words <= 0.052 gini = 0.484 samples = 156 value = [92, 64] class = default 4188->4189 4248 global_sentiment_polarity <= 0.152 gini = 0.405 samples = 46 value = [13, 33] class = no default 4188->4248 4190 global_rate_negative_words <= 0.027 gini = 0.5 samples = 108 value = [54, 54] class = default 4189->4190 4231 LDA_03 <= 0.385 gini = 0.33 samples = 48 value = [38, 10] class = default 4189->4231 4191 global_subjectivity <= 0.565 gini = 0.496 samples = 95 value = [52, 43] class = default 4190->4191 4228 rate_positive_words <= 0.482 gini = 0.26 samples = 13 value = [2, 11] class = no default 4190->4228 4192 self_reference_max_shares <= 6350.0 gini = 0.486 samples = 89 value = [52, 37] class = default 4191->4192 4227 gini = 0.0 samples = 6 value = [0, 6] class = no default 4191->4227 4193 num_hrefs <= 12.5 gini = 0.458 samples = 76 value = [49, 27] class = default 4192->4193 4222 kw_avg_avg <= 2668.588 gini = 0.355 samples = 13 value = [3, 10] class = no default 4192->4222 4194 title_sentiment_polarity <= 0.225 gini = 0.408 samples = 63 value = [45, 18] class = default 4193->4194 4217 average_token_length <= 4.549 gini = 0.426 samples = 13 value = [4, 9] class = no default 4193->4217 4195 average_token_length <= 4.383 gini = 0.325 samples = 49 value = [39, 10] class = default 4194->4195 4210 global_subjectivity <= 0.509 gini = 0.49 samples = 14 value = [6, 8] class = no default 4194->4210 4196 rate_negative_words <= 0.45 gini = 0.32 samples = 5 value = [1, 4] class = no default 4195->4196 4199 avg_positive_polarity <= 0.242 gini = 0.236 samples = 44 value = [38, 6] class = default 4195->4199 4197 gini = 0.0 samples = 4 value = [0, 4] class = no default 4196->4197 4198 gini = 0.0 samples = 1 value = [1, 0] class = default 4196->4198 4200 global_subjectivity <= 0.355 gini = 0.444 samples = 3 value = [1, 2] class = no default 4199->4200 4203 rate_negative_words <= 0.195 gini = 0.176 samples = 41 value = [37, 4] class = default 4199->4203 4201 gini = 0.0 samples = 2 value = [0, 2] class = no default 4200->4201 4202 gini = 0.0 samples = 1 value = [1, 0] class = default 4200->4202 4204 rate_positive_words <= 0.826 gini = 0.426 samples = 13 value = [9, 4] class = default 4203->4204 4209 gini = 0.0 samples = 28 value = [28, 0] class = default 4203->4209 4205 gini = 0.0 samples = 3 value = [0, 3] class = no default 4204->4205 4206 n_non_stop_unique_tokens <= 0.913 gini = 0.18 samples = 10 value = [9, 1] class = default 4204->4206 4207 gini = 0.0 samples = 9 value = [9, 0] class = default 4206->4207 4208 gini = 0.0 samples = 1 value = [0, 1] class = no default 4206->4208 4211 kw_max_min <= 461.5 gini = 0.397 samples = 11 value = [3, 8] class = no default 4210->4211 4216 gini = 0.0 samples = 3 value = [3, 0] class = default 4210->4216 4212 abs_title_subjectivity <= 0.046 gini = 0.375 samples = 4 value = [3, 1] class = default 4211->4212 4215 gini = 0.0 samples = 7 value = [0, 7] class = no default 4211->4215 4213 gini = 0.0 samples = 1 value = [0, 1] class = no default 4212->4213 4214 gini = 0.0 samples = 3 value = [3, 0] class = default 4212->4214 4218 gini = 0.0 samples = 3 value = [3, 0] class = default 4217->4218 4219 n_tokens_content <= 478.5 gini = 0.18 samples = 10 value = [1, 9] class = no default 4217->4219 4220 gini = 0.0 samples = 1 value = [1, 0] class = default 4219->4220 4221 gini = 0.0 samples = 9 value = [0, 9] class = no default 4219->4221 4223 title_sentiment_polarity <= -0.1 gini = 0.165 samples = 11 value = [1, 10] class = no default 4222->4223 4226 gini = 0.0 samples = 2 value = [2, 0] class = default 4222->4226 4224 gini = 0.0 samples = 1 value = [1, 0] class = default 4223->4224 4225 gini = 0.0 samples = 10 value = [0, 10] class = no default 4223->4225 4229 gini = 0.0 samples = 2 value = [2, 0] class = default 4228->4229 4230 gini = 0.0 samples = 11 value = [0, 11] class = no default 4228->4230 4232 kw_avg_min <= 688.657 gini = 0.153 samples = 36 value = [33, 3] class = default 4231->4232 4243 LDA_03 <= 0.865 gini = 0.486 samples = 12 value = [5, 7] class = no default 4231->4243 4233 kw_avg_max <= 17342.857 gini = 0.108 samples = 35 value = [33, 2] class = default 4232->4233 4242 gini = 0.0 samples = 1 value = [0, 1] class = no default 4232->4242 4234 avg_positive_polarity <= 0.328 gini = 0.5 samples = 2 value = [1, 1] class = default 4233->4234 4237 num_hrefs <= 20.5 gini = 0.059 samples = 33 value = [32, 1] class = default 4233->4237 4235 gini = 0.0 samples = 1 value = [0, 1] class = no default 4234->4235 4236 gini = 0.0 samples = 1 value = [1, 0] class = default 4234->4236 4238 gini = 0.0 samples = 31 value = [31, 0] class = default 4237->4238 4239 weekday_is_tuesday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 4237->4239 4240 gini = 0.0 samples = 1 value = [0, 1] class = no default 4239->4240 4241 gini = 0.0 samples = 1 value = [1, 0] class = default 4239->4241 4244 gini = 0.0 samples = 6 value = [0, 6] class = no default 4243->4244 4245 n_non_stop_unique_tokens <= 0.825 gini = 0.278 samples = 6 value = [5, 1] class = default 4243->4245 4246 gini = 0.0 samples = 5 value = [5, 0] class = default 4245->4246 4247 gini = 0.0 samples = 1 value = [0, 1] class = no default 4245->4247 4249 kw_avg_max <= 31300.0 gini = 0.499 samples = 25 value = [12, 13] class = no default 4248->4249 4258 LDA_04 <= 0.025 gini = 0.091 samples = 21 value = [1, 20] class = no default 4248->4258 4250 global_sentiment_polarity <= -0.02 gini = 0.198 samples = 9 value = [8, 1] class = default 4249->4250 4253 LDA_02 <= 0.694 gini = 0.375 samples = 16 value = [4, 12] class = no default 4249->4253 4251 gini = 0.0 samples = 1 value = [0, 1] class = no default 4250->4251 4252 gini = 0.0 samples = 8 value = [8, 0] class = default 4250->4252 4254 gini = 0.0 samples = 10 value = [0, 10] class = no default 4253->4254 4255 timedelta <= 624.5 gini = 0.444 samples = 6 value = [4, 2] class = default 4253->4255 4256 gini = 0.0 samples = 2 value = [0, 2] class = no default 4255->4256 4257 gini = 0.0 samples = 4 value = [4, 0] class = default 4255->4257 4259 gini = 0.0 samples = 1 value = [1, 0] class = default 4258->4259 4260 gini = 0.0 samples = 20 value = [0, 20] class = no default 4258->4260 4262 LDA_00 <= 0.02 gini = 0.275 samples = 334 value = [55, 279] class = no default 4261->4262 4347 gini = 0.0 samples = 4 value = [4, 0] class = default 4261->4347 4263 gini = 0.0 samples = 3 value = [3, 0] class = default 4262->4263 4264 weekday_is_saturday <= 0.5 gini = 0.265 samples = 331 value = [52, 279] class = no default 4262->4264 4265 LDA_03 <= 0.129 gini = 0.347 samples = 179 value = [40, 139] class = no default 4264->4265 4322 LDA_03 <= 0.02 gini = 0.145 samples = 152 value = [12, 140] class = no default 4264->4322 4266 LDA_02 <= 0.875 gini = 0.257 samples = 112 value = [17, 95] class = no default 4265->4266 4299 self_reference_min_shares <= 1250.0 gini = 0.451 samples = 67 value = [23, 44] class = no default 4265->4299 4267 global_rate_negative_words <= 0.034 gini = 0.226 samples = 108 value = [14, 94] class = no default 4266->4267 4296 rate_positive_words <= 0.488 gini = 0.375 samples = 4 value = [3, 1] class = default 4266->4296 4268 LDA_02 <= 0.022 gini = 0.202 samples = 105 value = [12, 93] class = no default 4267->4268 4293 rate_positive_words <= 0.625 gini = 0.444 samples = 3 value = [2, 1] class = default 4267->4293 4269 max_negative_polarity <= -0.177 gini = 0.375 samples = 36 value = [9, 27] class = no default 4268->4269 4282 avg_positive_polarity <= 0.215 gini = 0.083 samples = 69 value = [3, 66] class = no default 4268->4282 4270 gini = 0.0 samples = 2 value = [2, 0] class = default 4269->4270 4271 num_imgs <= 3.5 gini = 0.327 samples = 34 value = [7, 27] class = no default 4269->4271 4272 gini = 0.0 samples = 15 value = [0, 15] class = no default 4271->4272 4273 avg_negative_polarity <= -0.247 gini = 0.465 samples = 19 value = [7, 12] class = no default 4271->4273 4274 n_non_stop_unique_tokens <= 0.698 gini = 0.18 samples = 10 value = [1, 9] class = no default 4273->4274 4277 kw_avg_avg <= 2662.184 gini = 0.444 samples = 9 value = [6, 3] class = default 4273->4277 4275 gini = 0.0 samples = 9 value = [0, 9] class = no default 4274->4275 4276 gini = 0.0 samples = 1 value = [1, 0] class = default 4274->4276 4278 gini = 0.0 samples = 5 value = [5, 0] class = default 4277->4278 4279 self_reference_max_shares <= 2462.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 4277->4279 4280 gini = 0.0 samples = 1 value = [1, 0] class = default 4279->4280 4281 gini = 0.0 samples = 3 value = [0, 3] class = no default 4279->4281 4283 gini = 0.0 samples = 1 value = [1, 0] class = default 4282->4283 4284 self_reference_avg_sharess <= 27019.333 gini = 0.057 samples = 68 value = [2, 66] class = no default 4282->4284 4285 LDA_03 <= 0.04 gini = 0.03 samples = 66 value = [1, 65] class = no default 4284->4285 4290 timedelta <= 648.0 gini = 0.5 samples = 2 value = [1, 1] class = default 4284->4290 4286 gini = 0.0 samples = 64 value = [0, 64] class = no default 4285->4286 4287 self_reference_min_shares <= 600.0 gini = 0.5 samples = 2 value = [1, 1] class = default 4285->4287 4288 gini = 0.0 samples = 1 value = [1, 0] class = default 4287->4288 4289 gini = 0.0 samples = 1 value = [0, 1] class = no default 4287->4289 4291 gini = 0.0 samples = 1 value = [0, 1] class = no default 4290->4291 4292 gini = 0.0 samples = 1 value = [1, 0] class = default 4290->4292 4294 gini = 0.0 samples = 2 value = [2, 0] class = default 4293->4294 4295 gini = 0.0 samples = 1 value = [0, 1] class = no default 4293->4295 4297 gini = 0.0 samples = 1 value = [0, 1] class = no default 4296->4297 4298 gini = 0.0 samples = 3 value = [3, 0] class = default 4296->4298 4300 n_tokens_content <= 330.0 gini = 0.498 samples = 36 value = [19, 17] class = default 4299->4300 4311 LDA_01 <= 0.724 gini = 0.225 samples = 31 value = [4, 27] class = no default 4299->4311 4301 kw_min_avg <= 681.0 gini = 0.36 samples = 17 value = [4, 13] class = no default 4300->4301 4306 title_subjectivity <= 0.683 gini = 0.332 samples = 19 value = [15, 4] class = default 4300->4306 4302 gini = 0.0 samples = 11 value = [0, 11] class = no default 4301->4302 4303 self_reference_min_shares <= 317.5 gini = 0.444 samples = 6 value = [4, 2] class = default 4301->4303 4304 gini = 0.0 samples = 2 value = [0, 2] class = no default 4303->4304 4305 gini = 0.0 samples = 4 value = [4, 0] class = default 4303->4305 4307 gini = 0.0 samples = 14 value = [14, 0] class = default 4306->4307 4308 kw_max_avg <= 4240.788 gini = 0.32 samples = 5 value = [1, 4] class = no default 4306->4308 4309 gini = 0.0 samples = 4 value = [0, 4] class = no default 4308->4309 4310 gini = 0.0 samples = 1 value = [1, 0] class = default 4308->4310 4312 LDA_02 <= 0.02 gini = 0.18 samples = 30 value = [3, 27] class = no default 4311->4312 4321 gini = 0.0 samples = 1 value = [1, 0] class = default 4311->4321 4313 gini = 0.0 samples = 1 value = [1, 0] class = default 4312->4313 4314 num_hrefs <= 45.5 gini = 0.128 samples = 29 value = [2, 27] class = no default 4312->4314 4315 min_positive_polarity <= 0.168 gini = 0.069 samples = 28 value = [1, 27] class = no default 4314->4315 4320 gini = 0.0 samples = 1 value = [1, 0] class = default 4314->4320 4316 gini = 0.0 samples = 25 value = [0, 25] class = no default 4315->4316 4317 kw_min_avg <= 836.942 gini = 0.444 samples = 3 value = [1, 2] class = no default 4315->4317 4318 gini = 0.0 samples = 2 value = [0, 2] class = no default 4317->4318 4319 gini = 0.0 samples = 1 value = [1, 0] class = default 4317->4319 4323 self_reference_min_shares <= 952.5 gini = 0.444 samples = 3 value = [2, 1] class = default 4322->4323 4326 self_reference_max_shares <= 62950.0 gini = 0.125 samples = 149 value = [10, 139] class = no default 4322->4326 4324 gini = 0.0 samples = 2 value = [2, 0] class = default 4323->4324 4325 gini = 0.0 samples = 1 value = [0, 1] class = no default 4323->4325 4327 kw_avg_min <= 223.5 gini = 0.114 samples = 148 value = [9, 139] class = no default 4326->4327 4346 gini = 0.0 samples = 1 value = [1, 0] class = default 4326->4346 4328 gini = 0.0 samples = 1 value = [1, 0] class = default 4327->4328 4329 title_subjectivity <= 0.65 gini = 0.103 samples = 147 value = [8, 139] class = no default 4327->4329 4330 global_subjectivity <= 0.556 gini = 0.047 samples = 125 value = [3, 122] class = no default 4329->4330 4339 average_token_length <= 4.347 gini = 0.351 samples = 22 value = [5, 17] class = no default 4329->4339 4331 self_reference_min_shares <= 10600.0 gini = 0.017 samples = 114 value = [1, 113] class = no default 4330->4331 4336 global_rate_positive_words <= 0.065 gini = 0.298 samples = 11 value = [2, 9] class = no default 4330->4336 4332 gini = 0.0 samples = 110 value = [0, 110] class = no default 4331->4332 4333 self_reference_avg_sharess <= 14550.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 4331->4333 4334 gini = 0.0 samples = 1 value = [1, 0] class = default 4333->4334 4335 gini = 0.0 samples = 3 value = [0, 3] class = no default 4333->4335 4337 gini = 0.0 samples = 9 value = [0, 9] class = no default 4336->4337 4338 gini = 0.0 samples = 2 value = [2, 0] class = default 4336->4338 4340 gini = 0.0 samples = 3 value = [3, 0] class = default 4339->4340 4341 global_rate_negative_words <= 0.002 gini = 0.188 samples = 19 value = [2, 17] class = no default 4339->4341 4342 gini = 0.0 samples = 1 value = [1, 0] class = default 4341->4342 4343 num_hrefs <= 33.0 gini = 0.105 samples = 18 value = [1, 17] class = no default 4341->4343 4344 gini = 0.0 samples = 17 value = [0, 17] class = no default 4343->4344 4345 gini = 0.0 samples = 1 value = [1, 0] class = default 4343->4345 4349 self_reference_min_shares <= 1650.0 gini = 0.448 samples = 11526 value = [3897, 7629] class = no default 4348->4349 8052 is_weekend <= 0.5 gini = 0.498 samples = 2951 value = [1578, 1373] class = default 4348->8052 4350 is_weekend <= 0.5 gini = 0.478 samples = 5876 value = [2317, 3559] class = no default 4349->4350 6389 n_unique_tokens <= 0.481 gini = 0.403 samples = 5650 value = [1580, 4070] class = no default 4349->6389 4351 n_unique_tokens <= 0.5 gini = 0.487 samples = 4978 value = [2092, 2886] class = no default 4350->4351 6130 LDA_01 <= 0.205 gini = 0.376 samples = 898 value = [225, 673] class = no default 4350->6130 4352 LDA_00 <= 0.702 gini = 0.459 samples = 1972 value = [703, 1269] class = no default 4351->4352 5059 timedelta <= 599.5 gini = 0.497 samples = 3006 value = [1389, 1617] class = no default 4351->5059 4353 data_channel_is_tech <= 0.5 gini = 0.474 samples = 1688 value = [652, 1036] class = no default 4352->4353 4986 n_unique_tokens <= 0.468 gini = 0.295 samples = 284 value = [51, 233] class = no default 4352->4986 4354 LDA_02 <= 0.04 gini = 0.485 samples = 1361 value = [564, 797] class = no default 4353->4354 4889 kw_max_avg <= 3525.765 gini = 0.393 samples = 327 value = [88, 239] class = no default 4353->4889 4355 kw_avg_min <= 81.299 gini = 0.462 samples = 731 value = [265, 466] class = no default 4354->4355 4650 num_keywords <= 3.5 gini = 0.499 samples = 630 value = [299, 331] class = no default 4354->4650 4356 kw_avg_max <= 454725.0 gini = 0.497 samples = 91 value = [49, 42] class = default 4355->4356 4395 num_imgs <= 0.5 gini = 0.447 samples = 640 value = [216, 424] class = no default 4355->4395 4357 abs_title_subjectivity <= 0.086 gini = 0.375 samples = 28 value = [21, 7] class = default 4356->4357 4364 n_tokens_title <= 11.5 gini = 0.494 samples = 63 value = [28, 35] class = no default 4356->4364 4358 gini = 0.0 samples = 4 value = [0, 4] class = no default 4357->4358 4359 kw_avg_max <= 293491.672 gini = 0.219 samples = 24 value = [21, 3] class = default 4357->4359 4360 rate_positive_words <= 0.58 gini = 0.48 samples = 5 value = [2, 3] class = no default 4359->4360 4363 gini = 0.0 samples = 19 value = [19, 0] class = default 4359->4363 4361 gini = 0.0 samples = 2 value = [2, 0] class = default 4360->4361 4362 gini = 0.0 samples = 3 value = [0, 3] class = no default 4360->4362 4365 LDA_00 <= 0.033 gini = 0.438 samples = 34 value = [11, 23] class = no default 4364->4365 4382 LDA_00 <= 0.029 gini = 0.485 samples = 29 value = [17, 12] class = default 4364->4382 4366 kw_avg_max <= 627772.625 gini = 0.5 samples = 20 value = [10, 10] class = default 4365->4366 4377 weekday_is_wednesday <= 0.5 gini = 0.133 samples = 14 value = [1, 13] class = no default 4365->4377 4367 kw_avg_avg <= 5269.645 gini = 0.469 samples = 16 value = [6, 10] class = no default 4366->4367 4376 gini = 0.0 samples = 4 value = [4, 0] class = default 4366->4376 4368 LDA_02 <= 0.025 gini = 0.408 samples = 14 value = [4, 10] class = no default 4367->4368 4375 gini = 0.0 samples = 2 value = [2, 0] class = default 4367->4375 4369 gini = 0.0 samples = 2 value = [2, 0] class = default 4368->4369 4370 kw_max_avg <= 6337.792 gini = 0.278 samples = 12 value = [2, 10] class = no default 4368->4370 4371 gini = 0.0 samples = 1 value = [1, 0] class = default 4370->4371 4372 LDA_04 <= 0.174 gini = 0.165 samples = 11 value = [1, 10] class = no default 4370->4372 4373 gini = 0.0 samples = 10 value = [0, 10] class = no default 4372->4373 4374 gini = 0.0 samples = 1 value = [1, 0] class = default 4372->4374 4378 gini = 0.0 samples = 12 value = [0, 12] class = no default 4377->4378 4379 kw_max_min <= 302.0 gini = 0.5 samples = 2 value = [1, 1] class = default 4377->4379 4380 gini = 0.0 samples = 1 value = [1, 0] class = default 4379->4380 4381 gini = 0.0 samples = 1 value = [0, 1] class = no default 4379->4381 4383 kw_max_min <= 431.5 gini = 0.42 samples = 10 value = [3, 7] class = no default 4382->4383 4388 kw_min_max <= 413100.0 gini = 0.388 samples = 19 value = [14, 5] class = default 4382->4388 4384 weekday_is_tuesday <= 0.5 gini = 0.219 samples = 8 value = [1, 7] class = no default 4383->4384 4387 gini = 0.0 samples = 2 value = [2, 0] class = default 4383->4387 4385 gini = 0.0 samples = 7 value = [0, 7] class = no default 4384->4385 4386 gini = 0.0 samples = 1 value = [1, 0] class = default 4384->4386 4389 weekday_is_thursday <= 0.5 gini = 0.291 samples = 17 value = [14, 3] class = default 4388->4389 4394 gini = 0.0 samples = 2 value = [0, 2] class = no default 4388->4394 4390 gini = 0.0 samples = 11 value = [11, 0] class = default 4389->4390 4391 abs_title_subjectivity <= 0.45 gini = 0.5 samples = 6 value = [3, 3] class = default 4389->4391 4392 gini = 0.0 samples = 3 value = [3, 0] class = default 4391->4392 4393 gini = 0.0 samples = 3 value = [0, 3] class = no default 4391->4393 4396 abs_title_subjectivity <= 0.444 gini = 0.481 samples = 290 value = [117, 173] class = no default 4395->4396 4527 kw_min_avg <= 1970.305 gini = 0.406 samples = 350 value = [99, 251] class = no default 4395->4527 4397 self_reference_avg_sharess <= 2246.5 gini = 0.429 samples = 135 value = [42, 93] class = no default 4396->4397 4454 kw_avg_min <= 175.856 gini = 0.499 samples = 155 value = [75, 80] class = no default 4396->4454 4398 LDA_01 <= 0.173 gini = 0.401 samples = 126 value = [35, 91] class = no default 4397->4398 4451 num_self_hrefs <= 5.5 gini = 0.346 samples = 9 value = [7, 2] class = default 4397->4451 4399 LDA_04 <= 0.033 gini = 0.323 samples = 89 value = [18, 71] class = no default 4398->4399 4434 kw_avg_min <= 133.815 gini = 0.497 samples = 37 value = [17, 20] class = no default 4398->4434 4400 LDA_03 <= 0.9 gini = 0.228 samples = 61 value = [8, 53] class = no default 4399->4400 4417 kw_max_avg <= 7087.728 gini = 0.459 samples = 28 value = [10, 18] class = no default 4399->4417 4401 LDA_00 <= 0.572 gini = 0.14 samples = 53 value = [4, 49] class = no default 4400->4401 4412 kw_avg_max <= 440016.672 gini = 0.5 samples = 8 value = [4, 4] class = default 4400->4412 4402 kw_max_min <= 1150.0 gini = 0.109 samples = 52 value = [3, 49] class = no default 4401->4402 4411 gini = 0.0 samples = 1 value = [1, 0] class = default 4401->4411 4403 timedelta <= 175.5 gini = 0.044 samples = 44 value = [1, 43] class = no default 4402->4403 4408 kw_avg_max <= 524935.719 gini = 0.375 samples = 8 value = [2, 6] class = no default 4402->4408 4404 gini = 0.0 samples = 41 value = [0, 41] class = no default 4403->4404 4405 avg_negative_polarity <= -0.113 gini = 0.444 samples = 3 value = [1, 2] class = no default 4403->4405 4406 gini = 0.0 samples = 2 value = [0, 2] class = no default 4405->4406 4407 gini = 0.0 samples = 1 value = [1, 0] class = default 4405->4407 4409 gini = 0.0 samples = 6 value = [0, 6] class = no default 4408->4409 4410 gini = 0.0 samples = 2 value = [2, 0] class = default 4408->4410 4413 gini = 0.0 samples = 3 value = [0, 3] class = no default 4412->4413 4414 kw_min_avg <= 3221.847 gini = 0.32 samples = 5 value = [4, 1] class = default 4412->4414 4415 gini = 0.0 samples = 4 value = [4, 0] class = default 4414->4415 4416 gini = 0.0 samples = 1 value = [0, 1] class = no default 4414->4416 4418 abs_title_subjectivity <= 0.004 gini = 0.26 samples = 13 value = [2, 11] class = no default 4417->4418 4423 weekday_is_monday <= 0.5 gini = 0.498 samples = 15 value = [8, 7] class = default 4417->4423 4419 LDA_03 <= 0.688 gini = 0.444 samples = 3 value = [2, 1] class = default 4418->4419 4422 gini = 0.0 samples = 10 value = [0, 10] class = no default 4418->4422 4420 gini = 0.0 samples = 1 value = [0, 1] class = no default 4419->4420 4421 gini = 0.0 samples = 2 value = [2, 0] class = default 4419->4421 4424 LDA_04 <= 0.215 gini = 0.444 samples = 12 value = [8, 4] class = default 4423->4424 4433 gini = 0.0 samples = 3 value = [0, 3] class = no default 4423->4433 4425 abs_title_sentiment_polarity <= 0.45 gini = 0.32 samples = 10 value = [8, 2] class = default 4424->4425 4432 gini = 0.0 samples = 2 value = [0, 2] class = no default 4424->4432 4426 LDA_03 <= 0.866 gini = 0.198 samples = 9 value = [8, 1] class = default 4425->4426 4431 gini = 0.0 samples = 1 value = [0, 1] class = no default 4425->4431 4427 gini = 0.0 samples = 7 value = [7, 0] class = default 4426->4427 4428 kw_avg_min <= 132.008 gini = 0.5 samples = 2 value = [1, 1] class = default 4426->4428 4429 gini = 0.0 samples = 1 value = [1, 0] class = default 4428->4429 4430 gini = 0.0 samples = 1 value = [0, 1] class = no default 4428->4430 4435 gini = 0.0 samples = 7 value = [0, 7] class = no default 4434->4435 4436 LDA_00 <= 0.029 gini = 0.491 samples = 30 value = [17, 13] class = default 4434->4436 4437 abs_title_sentiment_polarity <= 0.143 gini = 0.457 samples = 17 value = [6, 11] class = no default 4436->4437 4444 n_non_stop_words <= 0.5 gini = 0.26 samples = 13 value = [11, 2] class = default 4436->4444 4438 LDA_00 <= 0.029 gini = 0.408 samples = 7 value = [5, 2] class = default 4437->4438 4441 weekday_is_friday <= 0.5 gini = 0.18 samples = 10 value = [1, 9] class = no default 4437->4441 4439 gini = 0.0 samples = 5 value = [5, 0] class = default 4438->4439 4440 gini = 0.0 samples = 2 value = [0, 2] class = no default 4438->4440 4442 gini = 0.0 samples = 9 value = [0, 9] class = no default 4441->4442 4443 gini = 0.0 samples = 1 value = [1, 0] class = default 4441->4443 4445 abs_title_sentiment_polarity <= 0.077 gini = 0.153 samples = 12 value = [11, 1] class = default 4444->4445 4450 gini = 0.0 samples = 1 value = [0, 1] class = no default 4444->4450 4446 timedelta <= 333.5 gini = 0.5 samples = 2 value = [1, 1] class = default 4445->4446 4449 gini = 0.0 samples = 10 value = [10, 0] class = default 4445->4449 4447 gini = 0.0 samples = 1 value = [1, 0] class = default 4446->4447 4448 gini = 0.0 samples = 1 value = [0, 1] class = no default 4446->4448 4452 gini = 0.0 samples = 7 value = [7, 0] class = default 4451->4452 4453 gini = 0.0 samples = 2 value = [0, 2] class = no default 4451->4453 4455 timedelta <= 147.0 gini = 0.477 samples = 79 value = [48, 31] class = default 4454->4455 4490 kw_max_avg <= 7597.223 gini = 0.458 samples = 76 value = [27, 49] class = no default 4454->4490 4456 LDA_02 <= 0.029 gini = 0.495 samples = 67 value = [37, 30] class = default 4455->4456 4487 kw_avg_avg <= 5482.708 gini = 0.153 samples = 12 value = [11, 1] class = default 4455->4487 4457 title_sentiment_polarity <= 0.4 gini = 0.465 samples = 49 value = [31, 18] class = default 4456->4457 4480 kw_max_avg <= 7011.734 gini = 0.444 samples = 18 value = [6, 12] class = no default 4456->4480 4458 LDA_03 <= 0.677 gini = 0.399 samples = 40 value = [29, 11] class = default 4457->4458 4475 LDA_01 <= 0.029 gini = 0.346 samples = 9 value = [2, 7] class = no default 4457->4475 4459 n_tokens_title <= 13.5 gini = 0.48 samples = 10 value = [4, 6] class = no default 4458->4459 4464 LDA_03 <= 0.9 gini = 0.278 samples = 30 value = [25, 5] class = default 4458->4464 4460 LDA_03 <= 0.4 gini = 0.245 samples = 7 value = [1, 6] class = no default 4459->4460 4463 gini = 0.0 samples = 3 value = [3, 0] class = default 4459->4463 4461 gini = 0.0 samples = 1 value = [1, 0] class = default 4460->4461 4462 gini = 0.0 samples = 6 value = [0, 6] class = no default 4460->4462 4465 kw_min_max <= 119000.0 gini = 0.191 samples = 28 value = [25, 3] class = default 4464->4465 4474 gini = 0.0 samples = 2 value = [0, 2] class = no default 4464->4474 4466 LDA_04 <= 0.173 gini = 0.137 samples = 27 value = [25, 2] class = default 4465->4466 4473 gini = 0.0 samples = 1 value = [0, 1] class = no default 4465->4473 4467 LDA_04 <= 0.03 gini = 0.074 samples = 26 value = [25, 1] class = default 4466->4467 4472 gini = 0.0 samples = 1 value = [0, 1] class = no default 4466->4472 4468 gini = 0.0 samples = 23 value = [23, 0] class = default 4467->4468 4469 num_keywords <= 7.5 gini = 0.444 samples = 3 value = [2, 1] class = default 4467->4469 4470 gini = 0.0 samples = 1 value = [0, 1] class = no default 4469->4470 4471 gini = 0.0 samples = 2 value = [2, 0] class = default 4469->4471 4476 gini = 0.0 samples = 6 value = [0, 6] class = no default 4475->4476 4477 num_keywords <= 8.5 gini = 0.444 samples = 3 value = [2, 1] class = default 4475->4477 4478 gini = 0.0 samples = 2 value = [2, 0] class = default 4477->4478 4479 gini = 0.0 samples = 1 value = [0, 1] class = no default 4477->4479 4481 gini = 0.0 samples = 8 value = [0, 8] class = no default 4480->4481 4482 kw_max_avg <= 7147.861 gini = 0.48 samples = 10 value = [6, 4] class = default 4480->4482 4483 gini = 0.0 samples = 4 value = [4, 0] class = default 4482->4483 4484 kw_min_avg <= 3425.361 gini = 0.444 samples = 6 value = [2, 4] class = no default 4482->4484 4485 gini = 0.0 samples = 2 value = [2, 0] class = default 4484->4485 4486 gini = 0.0 samples = 4 value = [0, 4] class = no default 4484->4486 4488 gini = 0.0 samples = 11 value = [11, 0] class = default 4487->4488 4489 gini = 0.0 samples = 1 value = [0, 1] class = no default 4487->4489 4491 LDA_00 <= 0.236 gini = 0.346 samples = 45 value = [10, 35] class = no default 4490->4491 4512 LDA_02 <= 0.033 gini = 0.495 samples = 31 value = [17, 14] class = default 4490->4512 4492 kw_avg_max <= 478084.531 gini = 0.303 samples = 43 value = [8, 35] class = no default 4491->4492 4511 gini = 0.0 samples = 2 value = [2, 0] class = default 4491->4511 4493 timedelta <= 24.0 gini = 0.434 samples = 22 value = [7, 15] class = no default 4492->4493 4506 num_videos <= 1.5 gini = 0.091 samples = 21 value = [1, 20] class = no default 4492->4506 4494 gini = 0.0 samples = 2 value = [2, 0] class = default 4493->4494 4495 kw_avg_avg <= 4104.888 gini = 0.375 samples = 20 value = [5, 15] class = no default 4493->4495 4496 gini = 0.0 samples = 8 value = [0, 8] class = no default 4495->4496 4497 weekday_is_tuesday <= 0.5 gini = 0.486 samples = 12 value = [5, 7] class = no default 4495->4497 4498 kw_avg_max <= 383565.0 gini = 0.346 samples = 9 value = [2, 7] class = no default 4497->4498 4505 gini = 0.0 samples = 3 value = [3, 0] class = default 4497->4505 4499 gini = 0.0 samples = 1 value = [1, 0] class = default 4498->4499 4500 LDA_02 <= 0.027 gini = 0.219 samples = 8 value = [1, 7] class = no default 4498->4500 4501 gini = 0.0 samples = 6 value = [0, 6] class = no default 4500->4501 4502 rate_negative_words <= 0.131 gini = 0.5 samples = 2 value = [1, 1] class = default 4500->4502 4503 gini = 0.0 samples = 1 value = [1, 0] class = default 4502->4503 4504 gini = 0.0 samples = 1 value = [0, 1] class = no default 4502->4504 4507 gini = 0.0 samples = 18 value = [0, 18] class = no default 4506->4507 4508 kw_max_min <= 925.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 4506->4508 4509 gini = 0.0 samples = 2 value = [0, 2] class = no default 4508->4509 4510 gini = 0.0 samples = 1 value = [1, 0] class = default 4508->4510 4513 LDA_00 <= 0.027 gini = 0.453 samples = 26 value = [17, 9] class = default 4512->4513 4526 gini = 0.0 samples = 5 value = [0, 5] class = no default 4512->4526 4514 kw_max_avg <= 7758.542 gini = 0.486 samples = 12 value = [5, 7] class = no default 4513->4514 4521 LDA_01 <= 0.197 gini = 0.245 samples = 14 value = [12, 2] class = default 4513->4521 4515 gini = 0.0 samples = 3 value = [3, 0] class = default 4514->4515 4516 kw_min_max <= 6900.0 gini = 0.346 samples = 9 value = [2, 7] class = no default 4514->4516 4517 gini = 0.0 samples = 6 value = [0, 6] class = no default 4516->4517 4518 kw_avg_max <= 412131.25 gini = 0.444 samples = 3 value = [2, 1] class = default 4516->4518 4519 gini = 0.0 samples = 2 value = [2, 0] class = default 4518->4519 4520 gini = 0.0 samples = 1 value = [0, 1] class = no default 4518->4520 4522 gini = 0.0 samples = 11 value = [11, 0] class = default 4521->4522 4523 num_keywords <= 6.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 4521->4523 4524 gini = 0.0 samples = 1 value = [1, 0] class = default 4523->4524 4525 gini = 0.0 samples = 2 value = [0, 2] class = no default 4523->4525 4528 num_imgs <= 12.5 gini = 0.456 samples = 199 value = [70, 129] class = no default 4527->4528 4601 LDA_04 <= 0.841 gini = 0.31 samples = 151 value = [29, 122] class = no default 4527->4601 4529 global_rate_negative_words <= 0.033 gini = 0.402 samples = 140 value = [39, 101] class = no default 4528->4529 4580 abs_title_sentiment_polarity <= 0.388 gini = 0.499 samples = 59 value = [31, 28] class = default 4528->4580 4530 global_rate_positive_words <= 0.063 gini = 0.379 samples = 134 value = [34, 100] class = no default 4529->4530 4577 LDA_04 <= 0.021 gini = 0.278 samples = 6 value = [5, 1] class = default 4529->4577 4531 avg_positive_polarity <= 0.402 gini = 0.342 samples = 119 value = [26, 93] class = no default 4530->4531 4570 kw_avg_avg <= 3123.326 gini = 0.498 samples = 15 value = [8, 7] class = default 4530->4570 4532 n_non_stop_unique_tokens <= 0.669 gini = 0.411 samples = 83 value = [24, 59] class = no default 4531->4532 4563 kw_max_avg <= 20563.25 gini = 0.105 samples = 36 value = [2, 34] class = no default 4531->4563 4533 kw_avg_min <= 794.017 gini = 0.344 samples = 68 value = [15, 53] class = no default 4532->4533 4556 n_unique_tokens <= 0.489 gini = 0.48 samples = 15 value = [9, 6] class = default 4532->4556 4534 LDA_00 <= 0.459 gini = 0.282 samples = 59 value = [10, 49] class = no default 4533->4534 4553 LDA_02 <= 0.022 gini = 0.494 samples = 9 value = [5, 4] class = default 4533->4553 4535 kw_max_min <= 2150.0 gini = 0.172 samples = 42 value = [4, 38] class = no default 4534->4535 4546 average_token_length <= 4.778 gini = 0.457 samples = 17 value = [6, 11] class = no default 4534->4546 4536 rate_positive_words <= 0.812 gini = 0.136 samples = 41 value = [3, 38] class = no default 4535->4536 4545 gini = 0.0 samples = 1 value = [1, 0] class = default 4535->4545 4537 abs_title_subjectivity <= 0.034 gini = 0.056 samples = 35 value = [1, 34] class = no default 4536->4537 4542 kw_avg_avg <= 3645.643 gini = 0.444 samples = 6 value = [2, 4] class = no default 4536->4542 4538 LDA_00 <= 0.026 gini = 0.444 samples = 3 value = [1, 2] class = no default 4537->4538 4541 gini = 0.0 samples = 32 value = [0, 32] class = no default 4537->4541 4539 gini = 0.0 samples = 1 value = [1, 0] class = default 4538->4539 4540 gini = 0.0 samples = 2 value = [0, 2] class = no default 4538->4540 4543 gini = 0.0 samples = 4 value = [0, 4] class = no default 4542->4543 4544 gini = 0.0 samples = 2 value = [2, 0] class = default 4542->4544 4547 avg_positive_polarity <= 0.325 gini = 0.48 samples = 10 value = [6, 4] class = default 4546->4547 4552 gini = 0.0 samples = 7 value = [0, 7] class = no default 4546->4552 4548 gini = 0.0 samples = 3 value = [0, 3] class = no default 4547->4548 4549 average_token_length <= 4.238 gini = 0.245 samples = 7 value = [6, 1] class = default 4547->4549 4550 gini = 0.0 samples = 1 value = [0, 1] class = no default 4549->4550 4551 gini = 0.0 samples = 6 value = [6, 0] class = default 4549->4551 4554 gini = 0.0 samples = 4 value = [0, 4] class = no default 4553->4554 4555 gini = 0.0 samples = 5 value = [5, 0] class = default 4553->4555 4557 data_channel_is_socmed <= 0.5 gini = 0.198 samples = 9 value = [8, 1] class = default 4556->4557 4560 timedelta <= 445.0 gini = 0.278 samples = 6 value = [1, 5] class = no default 4556->4560 4558 gini = 0.0 samples = 8 value = [8, 0] class = default 4557->4558 4559 gini = 0.0 samples = 1 value = [0, 1] class = no default 4557->4559 4561 gini = 0.0 samples = 1 value = [1, 0] class = default 4560->4561 4562 gini = 0.0 samples = 5 value = [0, 5] class = no default 4560->4562 4564 timedelta <= 155.5 gini = 0.056 samples = 35 value = [1, 34] class = no default 4563->4564 4569 gini = 0.0 samples = 1 value = [1, 0] class = default 4563->4569 4565 LDA_01 <= 0.025 gini = 0.444 samples = 3 value = [1, 2] class = no default 4564->4565 4568 gini = 0.0 samples = 32 value = [0, 32] class = no default 4564->4568 4566 gini = 0.0 samples = 1 value = [1, 0] class = default 4565->4566 4567 gini = 0.0 samples = 2 value = [0, 2] class = no default 4565->4567 4571 abs_title_subjectivity <= 0.025 gini = 0.245 samples = 7 value = [1, 6] class = no default 4570->4571 4574 kw_avg_min <= 197.35 gini = 0.219 samples = 8 value = [7, 1] class = default 4570->4574 4572 gini = 0.0 samples = 1 value = [1, 0] class = default 4571->4572 4573 gini = 0.0 samples = 6 value = [0, 6] class = no default 4571->4573 4575 gini = 0.0 samples = 1 value = [0, 1] class = no default 4574->4575 4576 gini = 0.0 samples = 7 value = [7, 0] class = default 4574->4576 4578 gini = 0.0 samples = 1 value = [0, 1] class = no default 4577->4578 4579 gini = 0.0 samples = 5 value = [5, 0] class = default 4577->4579 4581 self_reference_max_shares <= 935.0 gini = 0.466 samples = 46 value = [29, 17] class = default 4580->4581 4598 title_sentiment_polarity <= 0.95 gini = 0.26 samples = 13 value = [2, 11] class = no default 4580->4598 4582 weekday_is_friday <= 0.5 gini = 0.346 samples = 9 value = [2, 7] class = no default 4581->4582 4585 n_non_stop_unique_tokens <= 0.64 gini = 0.394 samples = 37 value = [27, 10] class = default 4581->4585 4583 gini = 0.0 samples = 7 value = [0, 7] class = no default 4582->4583 4584 gini = 0.0 samples = 2 value = [2, 0] class = default 4582->4584 4586 kw_max_avg <= 30687.999 gini = 0.327 samples = 34 value = [27, 7] class = default 4585->4586 4597 gini = 0.0 samples = 3 value = [0, 3] class = no default 4585->4597 4587 max_negative_polarity <= -0.146 gini = 0.264 samples = 32 value = [27, 5] class = default 4586->4587 4596 gini = 0.0 samples = 2 value = [0, 2] class = no default 4586->4596 4588 min_negative_polarity <= -0.725 gini = 0.5 samples = 6 value = [3, 3] class = default 4587->4588 4591 LDA_01 <= 0.559 gini = 0.142 samples = 26 value = [24, 2] class = default 4587->4591 4589 gini = 0.0 samples = 3 value = [3, 0] class = default 4588->4589 4590 gini = 0.0 samples = 3 value = [0, 3] class = no default 4588->4590 4592 num_self_hrefs <= 19.0 gini = 0.077 samples = 25 value = [24, 1] class = default 4591->4592 4595 gini = 0.0 samples = 1 value = [0, 1] class = no default 4591->4595 4593 gini = 0.0 samples = 24 value = [24, 0] class = default 4592->4593 4594 gini = 0.0 samples = 1 value = [0, 1] class = no default 4592->4594 4599 gini = 0.0 samples = 11 value = [0, 11] class = no default 4598->4599 4600 gini = 0.0 samples = 2 value = [2, 0] class = default 4598->4600 4602 rate_negative_words <= 0.614 gini = 0.256 samples = 133 value = [20, 113] class = no default 4601->4602 4641 weekday_is_friday <= 0.5 gini = 0.5 samples = 18 value = [9, 9] class = default 4601->4641 4603 LDA_01 <= 0.378 gini = 0.237 samples = 131 value = [18, 113] class = no default 4602->4603 4640 gini = 0.0 samples = 2 value = [2, 0] class = default 4602->4640 4604 title_sentiment_polarity <= -0.128 gini = 0.202 samples = 123 value = [14, 109] class = no default 4603->4604 4635 timedelta <= 479.5 gini = 0.5 samples = 8 value = [4, 4] class = default 4603->4635 4605 title_subjectivity <= 0.625 gini = 0.459 samples = 14 value = [5, 9] class = no default 4604->4605 4612 kw_avg_avg <= 2912.592 gini = 0.152 samples = 109 value = [9, 100] class = no default 4604->4612 4606 kw_min_avg <= 3440.487 gini = 0.408 samples = 7 value = [5, 2] class = default 4605->4606 4611 gini = 0.0 samples = 7 value = [0, 7] class = no default 4605->4611 4607 gini = 0.0 samples = 4 value = [4, 0] class = default 4606->4607 4608 global_sentiment_polarity <= 0.124 gini = 0.444 samples = 3 value = [1, 2] class = no default 4606->4608 4609 gini = 0.0 samples = 2 value = [0, 2] class = no default 4608->4609 4610 gini = 0.0 samples = 1 value = [1, 0] class = default 4608->4610 4613 gini = 0.0 samples = 1 value = [1, 0] class = default 4612->4613 4614 LDA_02 <= 0.04 gini = 0.137 samples = 108 value = [8, 100] class = no default 4612->4614 4615 kw_avg_avg <= 5769.524 gini = 0.122 samples = 107 value = [7, 100] class = no default 4614->4615 4634 gini = 0.0 samples = 1 value = [1, 0] class = default 4614->4634 4616 LDA_02 <= 0.034 gini = 0.081 samples = 94 value = [4, 90] class = no default 4615->4616 4629 abs_title_sentiment_polarity <= 0.05 gini = 0.355 samples = 13 value = [3, 10] class = no default 4615->4629 4617 self_reference_avg_sharess <= 9334.338 gini = 0.045 samples = 87 value = [2, 85] class = no default 4616->4617 4624 LDA_03 <= 0.137 gini = 0.408 samples = 7 value = [2, 5] class = no default 4616->4624 4618 gini = 0.0 samples = 76 value = [0, 76] class = no default 4617->4618 4619 abs_title_sentiment_polarity <= 0.017 gini = 0.298 samples = 11 value = [2, 9] class = no default 4617->4619 4620 kw_max_avg <= 7748.554 gini = 0.444 samples = 3 value = [2, 1] class = default 4619->4620 4623 gini = 0.0 samples = 8 value = [0, 8] class = no default 4619->4623 4621 gini = 0.0 samples = 2 value = [2, 0] class = default 4620->4621 4622 gini = 0.0 samples = 1 value = [0, 1] class = no default 4620->4622 4625 data_channel_is_lifestyle <= 0.5 gini = 0.444 samples = 3 value = [2, 1] class = default 4624->4625 4628 gini = 0.0 samples = 4 value = [0, 4] class = no default 4624->4628 4626 gini = 0.0 samples = 2 value = [2, 0] class = default 4625->4626 4627 gini = 0.0 samples = 1 value = [0, 1] class = no default 4625->4627 4630 LDA_02 <= 0.031 gini = 0.375 samples = 4 value = [3, 1] class = default 4629->4630 4633 gini = 0.0 samples = 9 value = [0, 9] class = no default 4629->4633 4631 gini = 0.0 samples = 3 value = [3, 0] class = default 4630->4631 4632 gini = 0.0 samples = 1 value = [0, 1] class = no default 4630->4632 4636 gini = 0.0 samples = 3 value = [0, 3] class = no default 4635->4636 4637 avg_negative_polarity <= -0.452 gini = 0.32 samples = 5 value = [4, 1] class = default 4635->4637 4638 gini = 0.0 samples = 1 value = [0, 1] class = no default 4637->4638 4639 gini = 0.0 samples = 4 value = [4, 0] class = default 4637->4639 4642 timedelta <= 174.0 gini = 0.459 samples = 14 value = [5, 9] class = no default 4641->4642 4649 gini = 0.0 samples = 4 value = [4, 0] class = default 4641->4649 4643 gini = 0.0 samples = 3 value = [3, 0] class = default 4642->4643 4644 kw_min_avg <= 3138.796 gini = 0.298 samples = 11 value = [2, 9] class = no default 4642->4644 4645 avg_positive_polarity <= 0.25 gini = 0.18 samples = 10 value = [1, 9] class = no default 4644->4645 4648 gini = 0.0 samples = 1 value = [1, 0] class = default 4644->4648 4646 gini = 0.0 samples = 1 value = [1, 0] class = default 4645->4646 4647 gini = 0.0 samples = 9 value = [0, 9] class = no default 4645->4647 4651 n_tokens_content <= 1397.5 gini = 0.231 samples = 15 value = [13, 2] class = default 4650->4651 4656 n_tokens_content <= 2507.0 gini = 0.498 samples = 615 value = [286, 329] class = no default 4650->4656 4652 title_subjectivity <= 0.833 gini = 0.133 samples = 14 value = [13, 1] class = default 4651->4652 4655 gini = 0.0 samples = 1 value = [0, 1] class = no default 4651->4655 4653 gini = 0.0 samples = 13 value = [13, 0] class = default 4652->4653 4654 gini = 0.0 samples = 1 value = [0, 1] class = no default 4652->4654 4657 avg_negative_polarity <= -0.2 gini = 0.499 samples = 598 value = [284, 314] class = no default 4656->4657 4884 min_positive_polarity <= 0.081 gini = 0.208 samples = 17 value = [2, 15] class = no default 4656->4884 4658 LDA_02 <= 0.142 gini = 0.499 samples = 401 value = [207, 194] class = default 4657->4658 4801 self_reference_max_shares <= 3050.0 gini = 0.476 samples = 197 value = [77, 120] class = no default 4657->4801 4659 LDA_04 <= 0.799 gini = 0.425 samples = 62 value = [43, 19] class = default 4658->4659 4680 LDA_00 <= 0.324 gini = 0.499 samples = 339 value = [164, 175] class = no default 4658->4680 4660 kw_avg_max <= 554812.5 gini = 0.383 samples = 58 value = [43, 15] class = default 4659->4660 4679 gini = 0.0 samples = 4 value = [0, 4] class = no default 4659->4679 4661 LDA_01 <= 0.02 gini = 0.341 samples = 55 value = [43, 12] class = default 4660->4661 4678 gini = 0.0 samples = 3 value = [0, 3] class = no default 4660->4678 4662 gini = 0.0 samples = 2 value = [0, 2] class = no default 4661->4662 4663 n_non_stop_unique_tokens <= 0.688 gini = 0.306 samples = 53 value = [43, 10] class = default 4661->4663 4664 weekday_is_monday <= 0.5 gini = 0.245 samples = 49 value = [42, 7] class = default 4663->4664 4675 num_hrefs <= 31.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 4663->4675 4665 kw_avg_avg <= 9288.467 gini = 0.102 samples = 37 value = [35, 2] class = default 4664->4665 4670 max_negative_polarity <= -0.113 gini = 0.486 samples = 12 value = [7, 5] class = default 4664->4670 4666 timedelta <= 700.0 gini = 0.054 samples = 36 value = [35, 1] class = default 4665->4666 4669 gini = 0.0 samples = 1 value = [0, 1] class = no default 4665->4669 4667 gini = 0.0 samples = 35 value = [35, 0] class = default 4666->4667 4668 gini = 0.0 samples = 1 value = [0, 1] class = no default 4666->4668 4671 gini = 0.0 samples = 3 value = [0, 3] class = no default 4670->4671 4672 min_negative_polarity <= -0.7 gini = 0.346 samples = 9 value = [7, 2] class = default 4670->4672 4673 gini = 0.0 samples = 7 value = [7, 0] class = default 4672->4673 4674 gini = 0.0 samples = 2 value = [0, 2] class = no default 4672->4674 4676 gini = 0.0 samples = 3 value = [0, 3] class = no default 4675->4676 4677 gini = 0.0 samples = 1 value = [1, 0] class = default 4675->4677 4681 num_videos <= 1.5 gini = 0.498 samples = 271 value = [144, 127] class = default 4680->4681 4778 global_subjectivity <= 0.469 gini = 0.415 samples = 68 value = [20, 48] class = no default 4680->4778 4682 num_imgs <= 46.5 gini = 0.492 samples = 239 value = [135, 104] class = default 4681->4682 4769 kw_avg_min <= 372.19 gini = 0.404 samples = 32 value = [9, 23] class = no default 4681->4769 4683 kw_min_max <= 20500.0 gini = 0.487 samples = 232 value = [135, 97] class = default 4682->4683 4768 gini = 0.0 samples = 7 value = [0, 7] class = no default 4682->4768 4684 n_non_stop_unique_tokens <= 0.471 gini = 0.472 samples = 204 value = [126, 78] class = default 4683->4684 4757 kw_max_avg <= 3630.178 gini = 0.436 samples = 28 value = [9, 19] class = no default 4683->4757 4685 gini = 0.0 samples = 7 value = [0, 7] class = no default 4684->4685 4686 kw_avg_min <= 217.021 gini = 0.461 samples = 197 value = [126, 71] class = default 4684->4686 4687 self_reference_max_shares <= 23000.0 gini = 0.354 samples = 74 value = [57, 17] class = default 4686->4687 4708 kw_avg_min <= 249.589 gini = 0.493 samples = 123 value = [69, 54] class = default 4686->4708 4688 num_self_hrefs <= 9.5 gini = 0.317 samples = 71 value = [57, 14] class = default 4687->4688 4707 gini = 0.0 samples = 3 value = [0, 3] class = no default 4687->4707 4689 n_non_stop_unique_tokens <= 0.698 gini = 0.287 samples = 69 value = [57, 12] class = default 4688->4689 4706 gini = 0.0 samples = 2 value = [0, 2] class = no default 4688->4706 4690 kw_avg_min <= 131.0 gini = 0.254 samples = 67 value = [57, 10] class = default 4689->4690 4705 gini = 0.0 samples = 2 value = [0, 2] class = no default 4689->4705 4691 kw_avg_min <= 118.037 gini = 0.417 samples = 27 value = [19, 8] class = default 4690->4691 4700 kw_min_avg <= 2510.909 gini = 0.095 samples = 40 value = [38, 2] class = default 4690->4700 4692 global_subjectivity <= 0.402 gini = 0.287 samples = 23 value = [19, 4] class = default 4691->4692 4699 gini = 0.0 samples = 4 value = [0, 4] class = no default 4691->4699 4693 self_reference_avg_sharess <= 1778.35 gini = 0.5 samples = 6 value = [3, 3] class = default 4692->4693 4696 average_token_length <= 4.427 gini = 0.111 samples = 17 value = [16, 1] class = default 4692->4696 4694 gini = 0.0 samples = 3 value = [0, 3] class = no default 4693->4694 4695 gini = 0.0 samples = 3 value = [3, 0] class = default 4693->4695 4697 gini = 0.0 samples = 1 value = [0, 1] class = no default 4696->4697 4698 gini = 0.0 samples = 16 value = [16, 0] class = default 4696->4698 4701 gini = 0.0 samples = 37 value = [37, 0] class = default 4700->4701 4702 num_keywords <= 8.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 4700->4702 4703 gini = 0.0 samples = 2 value = [0, 2] class = no default 4702->4703 4704 gini = 0.0 samples = 1 value = [1, 0] class = default 4702->4704 4709 n_non_stop_unique_tokens <= 0.681 gini = 0.245 samples = 14 value = [2, 12] class = no default 4708->4709 4712 kw_avg_avg <= 2976.248 gini = 0.474 samples = 109 value = [67, 42] class = default 4708->4712 4710 gini = 0.0 samples = 12 value = [0, 12] class = no default 4709->4710 4711 gini = 0.0 samples = 2 value = [2, 0] class = default 4709->4711 4713 LDA_03 <= 0.08 gini = 0.43 samples = 16 value = [5, 11] class = no default 4712->4713 4718 timedelta <= 299.5 gini = 0.444 samples = 93 value = [62, 31] class = default 4712->4718 4714 avg_negative_polarity <= -0.208 gini = 0.153 samples = 12 value = [1, 11] class = no default 4713->4714 4717 gini = 0.0 samples = 4 value = [4, 0] class = default 4713->4717 4715 gini = 0.0 samples = 11 value = [0, 11] class = no default 4714->4715 4716 gini = 0.0 samples = 1 value = [1, 0] class = default 4714->4716 4719 n_unique_tokens <= 0.444 gini = 0.5 samples = 34 value = [17, 17] class = default 4718->4719 4732 LDA_02 <= 0.17 gini = 0.362 samples = 59 value = [45, 14] class = default 4718->4732 4720 average_token_length <= 4.486 gini = 0.26 samples = 13 value = [11, 2] class = default 4719->4720 4725 num_self_hrefs <= 0.5 gini = 0.408 samples = 21 value = [6, 15] class = no default 4719->4725 4721 n_tokens_title <= 10.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 4720->4721 4724 gini = 0.0 samples = 10 value = [10, 0] class = default 4720->4724 4722 gini = 0.0 samples = 1 value = [1, 0] class = default 4721->4722 4723 gini = 0.0 samples = 2 value = [0, 2] class = no default 4721->4723 4726 kw_avg_avg <= 7715.703 gini = 0.278 samples = 6 value = [5, 1] class = default 4725->4726 4729 num_hrefs <= 4.5 gini = 0.124 samples = 15 value = [1, 14] class = no default 4725->4729 4727 gini = 0.0 samples = 5 value = [5, 0] class = default 4726->4727 4728 gini = 0.0 samples = 1 value = [0, 1] class = no default 4726->4728 4730 gini = 0.0 samples = 1 value = [1, 0] class = default 4729->4730 4731 gini = 0.0 samples = 14 value = [0, 14] class = no default 4729->4731 4733 gini = 0.0 samples = 3 value = [0, 3] class = no default 4732->4733 4734 num_hrefs <= 76.5 gini = 0.316 samples = 56 value = [45, 11] class = default 4732->4734 4735 LDA_00 <= 0.281 gini = 0.237 samples = 51 value = [44, 7] class = default 4734->4735 4754 n_non_stop_unique_tokens <= 0.495 gini = 0.32 samples = 5 value = [1, 4] class = no default 4734->4754 4736 kw_avg_min <= 725.024 gini = 0.211 samples = 50 value = [44, 6] class = default 4735->4736 4753 gini = 0.0 samples = 1 value = [0, 1] class = no default 4735->4753 4737 num_self_hrefs <= 21.5 gini = 0.13 samples = 43 value = [40, 3] class = default 4736->4737 4750 min_positive_polarity <= 0.081 gini = 0.49 samples = 7 value = [4, 3] class = default 4736->4750 4738 kw_avg_max <= 121423.57 gini = 0.093 samples = 41 value = [39, 2] class = default 4737->4738 4747 n_tokens_content <= 2242.5 gini = 0.5 samples = 2 value = [1, 1] class = default 4737->4747 4739 avg_negative_polarity <= -0.246 gini = 0.5 samples = 2 value = [1, 1] class = default 4738->4739 4742 n_tokens_title <= 12.5 gini = 0.05 samples = 39 value = [38, 1] class = default 4738->4742 4740 gini = 0.0 samples = 1 value = [0, 1] class = no default 4739->4740 4741 gini = 0.0 samples = 1 value = [1, 0] class = default 4739->4741 4743 gini = 0.0 samples = 35 value = [35, 0] class = default 4742->4743 4744 rate_negative_words <= 0.352 gini = 0.375 samples = 4 value = [3, 1] class = default 4742->4744 4745 gini = 0.0 samples = 3 value = [3, 0] class = default 4744->4745 4746 gini = 0.0 samples = 1 value = [0, 1] class = no default 4744->4746 4748 gini = 0.0 samples = 1 value = [0, 1] class = no default 4747->4748 4749 gini = 0.0 samples = 1 value = [1, 0] class = default 4747->4749 4751 gini = 0.0 samples = 3 value = [0, 3] class = no default 4750->4751 4752 gini = 0.0 samples = 4 value = [4, 0] class = default 4750->4752 4755 gini = 0.0 samples = 1 value = [1, 0] class = default 4754->4755 4756 gini = 0.0 samples = 4 value = [0, 4] class = no default 4754->4756 4758 gini = 0.0 samples = 3 value = [3, 0] class = default 4757->4758 4759 title_sentiment_polarity <= -0.14 gini = 0.365 samples = 25 value = [6, 19] class = no default 4757->4759 4760 n_non_stop_unique_tokens <= 0.633 gini = 0.32 samples = 5 value = [4, 1] class = default 4759->4760 4763 kw_min_max <= 130050.0 gini = 0.18 samples = 20 value = [2, 18] class = no default 4759->4763 4761 gini = 0.0 samples = 4 value = [4, 0] class = default 4760->4761 4762 gini = 0.0 samples = 1 value = [0, 1] class = no default 4760->4762 4764 global_subjectivity <= 0.295 gini = 0.1 samples = 19 value = [1, 18] class = no default 4763->4764 4767 gini = 0.0 samples = 1 value = [1, 0] class = default 4763->4767 4765 gini = 0.0 samples = 1 value = [1, 0] class = default 4764->4765 4766 gini = 0.0 samples = 18 value = [0, 18] class = no default 4764->4766 4770 avg_negative_polarity <= -0.223 gini = 0.49 samples = 21 value = [9, 12] class = no default 4769->4770 4777 gini = 0.0 samples = 11 value = [0, 11] class = no default 4769->4777 4771 kw_max_avg <= 6864.617 gini = 0.415 samples = 17 value = [5, 12] class = no default 4770->4771 4776 gini = 0.0 samples = 4 value = [4, 0] class = default 4770->4776 4772 LDA_03 <= 0.024 gini = 0.142 samples = 13 value = [1, 12] class = no default 4771->4772 4775 gini = 0.0 samples = 4 value = [4, 0] class = default 4771->4775 4773 gini = 0.0 samples = 1 value = [1, 0] class = default 4772->4773 4774 gini = 0.0 samples = 12 value = [0, 12] class = no default 4772->4774 4779 kw_avg_max <= 233870.0 gini = 0.49 samples = 42 value = [18, 24] class = no default 4778->4779 4796 LDA_00 <= 0.695 gini = 0.142 samples = 26 value = [2, 24] class = no default 4778->4796 4780 rate_positive_words <= 0.496 gini = 0.153 samples = 12 value = [1, 11] class = no default 4779->4780 4783 kw_min_max <= 21650.0 gini = 0.491 samples = 30 value = [17, 13] class = default 4779->4783 4781 gini = 0.0 samples = 1 value = [1, 0] class = default 4780->4781 4782 gini = 0.0 samples = 11 value = [0, 11] class = no default 4780->4782 4784 LDA_02 <= 0.307 gini = 0.397 samples = 22 value = [16, 6] class = default 4783->4784 4793 kw_min_max <= 95150.0 gini = 0.219 samples = 8 value = [1, 7] class = no default 4783->4793 4785 n_unique_tokens <= 0.374 gini = 0.133 samples = 14 value = [13, 1] class = default 4784->4785 4788 kw_max_avg <= 4547.844 gini = 0.469 samples = 8 value = [3, 5] class = no default 4784->4788 4786 gini = 0.0 samples = 1 value = [0, 1] class = no default 4785->4786 4787 gini = 0.0 samples = 13 value = [13, 0] class = default 4785->4787 4789 gini = 0.0 samples = 4 value = [0, 4] class = no default 4788->4789 4790 min_positive_polarity <= 0.081 gini = 0.375 samples = 4 value = [3, 1] class = default 4788->4790 4791 gini = 0.0 samples = 3 value = [3, 0] class = default 4790->4791 4792 gini = 0.0 samples = 1 value = [0, 1] class = no default 4790->4792 4794 gini = 0.0 samples = 7 value = [0, 7] class = no default 4793->4794 4795 gini = 0.0 samples = 1 value = [1, 0] class = default 4793->4795 4797 max_positive_polarity <= 0.65 gini = 0.077 samples = 25 value = [1, 24] class = no default 4796->4797 4800 gini = 0.0 samples = 1 value = [1, 0] class = default 4796->4800 4798 gini = 0.0 samples = 1 value = [1, 0] class = default 4797->4798 4799 gini = 0.0 samples = 24 value = [0, 24] class = no default 4797->4799 4802 kw_avg_avg <= 4474.469 gini = 0.491 samples = 173 value = [75, 98] class = no default 4801->4802 4877 global_sentiment_polarity <= -0.03 gini = 0.153 samples = 24 value = [2, 22] class = no default 4801->4877 4803 LDA_04 <= 0.506 gini = 0.5 samples = 119 value = [61, 58] class = default 4802->4803 4858 max_negative_polarity <= -0.063 gini = 0.384 samples = 54 value = [14, 40] class = no default 4802->4858 4804 LDA_01 <= 0.02 gini = 0.49 samples = 105 value = [60, 45] class = default 4803->4804 4855 weekday_is_friday <= 0.5 gini = 0.133 samples = 14 value = [1, 13] class = no default 4803->4855 4805 gini = 0.0 samples = 7 value = [0, 7] class = no default 4804->4805 4806 title_sentiment_polarity <= -0.161 gini = 0.475 samples = 98 value = [60, 38] class = default 4804->4806 4807 LDA_00 <= 0.037 gini = 0.42 samples = 10 value = [3, 7] class = no default 4806->4807 4812 timedelta <= 226.0 gini = 0.456 samples = 88 value = [57, 31] class = default 4806->4812 4808 gini = 0.0 samples = 6 value = [0, 6] class = no default 4807->4808 4809 num_imgs <= 19.0 gini = 0.375 samples = 4 value = [3, 1] class = default 4807->4809 4810 gini = 0.0 samples = 3 value = [3, 0] class = default 4809->4810 4811 gini = 0.0 samples = 1 value = [0, 1] class = no default 4809->4811 4813 num_imgs <= 20.0 gini = 0.384 samples = 54 value = [40, 14] class = default 4812->4813 4836 timedelta <= 302.0 gini = 0.5 samples = 34 value = [17, 17] class = default 4812->4836 4814 LDA_00 <= 0.04 gini = 0.338 samples = 51 value = [40, 11] class = default 4813->4814 4835 gini = 0.0 samples = 3 value = [0, 3] class = no default 4813->4835 4815 kw_max_avg <= 10099.393 gini = 0.224 samples = 39 value = [34, 5] class = default 4814->4815 4828 global_rate_positive_words <= 0.029 gini = 0.5 samples = 12 value = [6, 6] class = default 4814->4828 4816 LDA_01 <= 0.295 gini = 0.153 samples = 36 value = [33, 3] class = default 4815->4816 4825 title_subjectivity <= 0.292 gini = 0.444 samples = 3 value = [1, 2] class = no default 4815->4825 4817 kw_avg_avg <= 4383.242 gini = 0.059 samples = 33 value = [32, 1] class = default 4816->4817 4822 title_sentiment_polarity <= 0.034 gini = 0.444 samples = 3 value = [1, 2] class = no default 4816->4822 4818 gini = 0.0 samples = 30 value = [30, 0] class = default 4817->4818 4819 LDA_02 <= 0.113 gini = 0.444 samples = 3 value = [2, 1] class = default 4817->4819 4820 gini = 0.0 samples = 2 value = [2, 0] class = default 4819->4820 4821 gini = 0.0 samples = 1 value = [0, 1] class = no default 4819->4821 4823 gini = 0.0 samples = 1 value = [1, 0] class = default 4822->4823 4824 gini = 0.0 samples = 2 value = [0, 2] class = no default 4822->4824 4826 gini = 0.0 samples = 1 value = [1, 0] class = default 4825->4826 4827 gini = 0.0 samples = 2 value = [0, 2] class = no default 4825->4827 4829 kw_avg_max <= 220445.0 gini = 0.444 samples = 9 value = [3, 6] class = no default 4828->4829 4834 gini = 0.0 samples = 3 value = [3, 0] class = default 4828->4834 4830 abs_title_sentiment_polarity <= 0.308 gini = 0.375 samples = 4 value = [3, 1] class = default 4829->4830 4833 gini = 0.0 samples = 5 value = [0, 5] class = no default 4829->4833 4831 gini = 0.0 samples = 3 value = [3, 0] class = default 4830->4831 4832 gini = 0.0 samples = 1 value = [0, 1] class = no default 4830->4832 4837 kw_max_avg <= 6218.482 gini = 0.355 samples = 13 value = [3, 10] class = no default 4836->4837 4842 self_reference_min_shares <= 1200.0 gini = 0.444 samples = 21 value = [14, 7] class = default 4836->4842 4838 gini = 0.0 samples = 9 value = [0, 9] class = no default 4837->4838 4839 timedelta <= 282.5 gini = 0.375 samples = 4 value = [3, 1] class = default 4837->4839 4840 gini = 0.0 samples = 3 value = [3, 0] class = default 4839->4840 4841 gini = 0.0 samples = 1 value = [0, 1] class = no default 4839->4841 4843 global_subjectivity <= 0.438 gini = 0.388 samples = 19 value = [14, 5] class = default 4842->4843 4854 gini = 0.0 samples = 2 value = [0, 2] class = no default 4842->4854 4844 n_tokens_title <= 12.5 gini = 0.291 samples = 17 value = [14, 3] class = default 4843->4844 4853 gini = 0.0 samples = 2 value = [0, 2] class = no default 4843->4853 4845 LDA_03 <= 0.025 gini = 0.133 samples = 14 value = [13, 1] class = default 4844->4845 4850 n_non_stop_unique_tokens <= 0.285 gini = 0.444 samples = 3 value = [1, 2] class = no default 4844->4850 4846 kw_max_max <= 447600.0 gini = 0.5 samples = 2 value = [1, 1] class = default 4845->4846 4849 gini = 0.0 samples = 12 value = [12, 0] class = default 4845->4849 4847 gini = 0.0 samples = 1 value = [1, 0] class = default 4846->4847 4848 gini = 0.0 samples = 1 value = [0, 1] class = no default 4846->4848 4851 gini = 0.0 samples = 2 value = [0, 2] class = no default 4850->4851 4852 gini = 0.0 samples = 1 value = [1, 0] class = default 4850->4852 4856 gini = 0.0 samples = 13 value = [0, 13] class = no default 4855->4856 4857 gini = 0.0 samples = 1 value = [1, 0] class = default 4855->4857 4859 avg_negative_polarity <= -0.152 gini = 0.32 samples = 5 value = [4, 1] class = default 4858->4859 4862 kw_avg_max <= 531181.25 gini = 0.325 samples = 49 value = [10, 39] class = no default 4858->4862 4860 gini = 0.0 samples = 4 value = [4, 0] class = default 4859->4860 4861 gini = 0.0 samples = 1 value = [0, 1] class = no default 4859->4861 4863 num_imgs <= 21.5 gini = 0.137 samples = 27 value = [2, 25] class = no default 4862->4863 4868 kw_avg_min <= 278.258 gini = 0.463 samples = 22 value = [8, 14] class = no default 4862->4868 4864 num_hrefs <= 12.0 gini = 0.074 samples = 26 value = [1, 25] class = no default 4863->4864 4867 gini = 0.0 samples = 1 value = [1, 0] class = default 4863->4867 4865 gini = 0.0 samples = 25 value = [0, 25] class = no default 4864->4865 4866 gini = 0.0 samples = 1 value = [1, 0] class = default 4864->4866 4869 kw_avg_max <= 666095.0 gini = 0.346 samples = 18 value = [4, 14] class = no default 4868->4869 4876 gini = 0.0 samples = 4 value = [4, 0] class = default 4868->4876 4870 kw_min_max <= 15750.0 gini = 0.5 samples = 8 value = [4, 4] class = default 4869->4870 4875 gini = 0.0 samples = 10 value = [0, 10] class = no default 4869->4875 4871 gini = 0.0 samples = 2 value = [0, 2] class = no default 4870->4871 4872 kw_avg_avg <= 4825.299 gini = 0.444 samples = 6 value = [4, 2] class = default 4870->4872 4873 gini = 0.0 samples = 2 value = [0, 2] class = no default 4872->4873 4874 gini = 0.0 samples = 4 value = [4, 0] class = default 4872->4874 4878 gini = 0.0 samples = 1 value = [1, 0] class = default 4877->4878 4879 max_negative_polarity <= -0.042 gini = 0.083 samples = 23 value = [1, 22] class = no default 4877->4879 4880 gini = 0.0 samples = 21 value = [0, 21] class = no default 4879->4880 4881 n_tokens_title <= 9.5 gini = 0.5 samples = 2 value = [1, 1] class = default 4879->4881 4882 gini = 0.0 samples = 1 value = [0, 1] class = no default 4881->4882 4883 gini = 0.0 samples = 1 value = [1, 0] class = default 4881->4883 4885 gini = 0.0 samples = 14 value = [0, 14] class = no default 4884->4885 4886 global_rate_negative_words <= 0.018 gini = 0.444 samples = 3 value = [2, 1] class = default 4884->4886 4887 gini = 0.0 samples = 2 value = [2, 0] class = default 4886->4887 4888 gini = 0.0 samples = 1 value = [0, 1] class = no default 4886->4888 4890 kw_min_avg <= 2049.694 gini = 0.471 samples = 29 value = [18, 11] class = default 4889->4890 4901 global_subjectivity <= 0.488 gini = 0.359 samples = 298 value = [70, 228] class = no default 4889->4901 4891 gini = 0.0 samples = 8 value = [8, 0] class = default 4890->4891 4892 average_token_length <= 4.269 gini = 0.499 samples = 21 value = [10, 11] class = no default 4890->4892 4893 gini = 0.0 samples = 4 value = [4, 0] class = default 4892->4893 4894 global_subjectivity <= 0.419 gini = 0.457 samples = 17 value = [6, 11] class = no default 4892->4894 4895 n_tokens_content <= 1114.0 gini = 0.32 samples = 5 value = [4, 1] class = default 4894->4895 4898 weekday_is_thursday <= 0.5 gini = 0.278 samples = 12 value = [2, 10] class = no default 4894->4898 4896 gini = 0.0 samples = 4 value = [4, 0] class = default 4895->4896 4897 gini = 0.0 samples = 1 value = [0, 1] class = no default 4895->4897 4899 gini = 0.0 samples = 10 value = [0, 10] class = no default 4898->4899 4900 gini = 0.0 samples = 2 value = [2, 0] class = default 4898->4900 4902 min_positive_polarity <= 0.113 gini = 0.424 samples = 200 value = [61, 139] class = no default 4901->4902 4967 n_tokens_content <= 720.5 gini = 0.167 samples = 98 value = [9, 89] class = no default 4901->4967 4903 n_non_stop_unique_tokens <= 0.559 gini = 0.406 samples = 191 value = [54, 137] class = no default 4902->4903 4964 rate_positive_words <= 0.789 gini = 0.346 samples = 9 value = [7, 2] class = default 4902->4964 4904 kw_max_avg <= 4440.476 gini = 0.237 samples = 51 value = [7, 44] class = no default 4903->4904 4917 global_subjectivity <= 0.415 gini = 0.446 samples = 140 value = [47, 93] class = no default 4903->4917 4905 title_subjectivity <= 0.612 gini = 0.408 samples = 21 value = [6, 15] class = no default 4904->4905 4914 LDA_02 <= 0.515 gini = 0.064 samples = 30 value = [1, 29] class = no default 4904->4914 4906 n_unique_tokens <= 0.443 gini = 0.278 samples = 18 value = [3, 15] class = no default 4905->4906 4913 gini = 0.0 samples = 3 value = [3, 0] class = default 4905->4913 4907 abs_title_subjectivity <= 0.001 gini = 0.208 samples = 17 value = [2, 15] class = no default 4906->4907 4912 gini = 0.0 samples = 1 value = [1, 0] class = default 4906->4912 4908 gini = 0.0 samples = 1 value = [1, 0] class = default 4907->4908 4909 avg_positive_polarity <= 0.375 gini = 0.117 samples = 16 value = [1, 15] class = no default 4907->4909 4910 gini = 0.0 samples = 15 value = [0, 15] class = no default 4909->4910 4911 gini = 0.0 samples = 1 value = [1, 0] class = default 4909->4911 4915 gini = 0.0 samples = 29 value = [0, 29] class = no default 4914->4915 4916 gini = 0.0 samples = 1 value = [1, 0] class = default 4914->4916 4918 LDA_04 <= 0.692 gini = 0.432 samples = 19 value = [13, 6] class = default 4917->4918 4925 n_non_stop_unique_tokens <= 0.624 gini = 0.404 samples = 121 value = [34, 87] class = no default 4917->4925 4919 LDA_02 <= 0.024 gini = 0.153 samples = 12 value = [11, 1] class = default 4918->4919 4922 kw_avg_min <= 242.125 gini = 0.408 samples = 7 value = [2, 5] class = no default 4918->4922 4920 gini = 0.0 samples = 1 value = [0, 1] class = no default 4919->4920 4921 gini = 0.0 samples = 11 value = [11, 0] class = default 4919->4921 4923 gini = 0.0 samples = 5 value = [0, 5] class = no default 4922->4923 4924 gini = 0.0 samples = 2 value = [2, 0] class = default 4922->4924 4926 LDA_02 <= 0.025 gini = 0.489 samples = 54 value = [23, 31] class = no default 4925->4926 4947 global_subjectivity <= 0.483 gini = 0.274 samples = 67 value = [11, 56] class = no default 4925->4947 4927 kw_avg_avg <= 3023.928 gini = 0.477 samples = 28 value = [17, 11] class = default 4926->4927 4938 LDA_01 <= 0.171 gini = 0.355 samples = 26 value = [6, 20] class = no default 4926->4938 4928 gini = 0.0 samples = 9 value = [9, 0] class = default 4927->4928 4929 kw_max_avg <= 7355.136 gini = 0.488 samples = 19 value = [8, 11] class = no default 4927->4929 4930 num_imgs <= 6.5 gini = 0.473 samples = 13 value = [8, 5] class = default 4929->4930 4937 gini = 0.0 samples = 6 value = [0, 6] class = no default 4929->4937 4931 kw_avg_avg <= 3397.378 gini = 0.469 samples = 8 value = [3, 5] class = no default 4930->4931 4936 gini = 0.0 samples = 5 value = [5, 0] class = default 4930->4936 4932 gini = 0.0 samples = 4 value = [0, 4] class = no default 4931->4932 4933 rate_positive_words <= 0.785 gini = 0.375 samples = 4 value = [3, 1] class = default 4931->4933 4934 gini = 0.0 samples = 1 value = [0, 1] class = no default 4933->4934 4935 gini = 0.0 samples = 3 value = [3, 0] class = default 4933->4935 4939 timedelta <= 155.0 gini = 0.227 samples = 23 value = [3, 20] class = no default 4938->4939 4946 gini = 0.0 samples = 3 value = [3, 0] class = default 4938->4946 4940 max_negative_polarity <= -0.038 gini = 0.444 samples = 3 value = [2, 1] class = default 4939->4940 4943 num_self_hrefs <= 30.5 gini = 0.095 samples = 20 value = [1, 19] class = no default 4939->4943 4941 gini = 0.0 samples = 2 value = [2, 0] class = default 4940->4941 4942 gini = 0.0 samples = 1 value = [0, 1] class = no default 4940->4942 4944 gini = 0.0 samples = 19 value = [0, 19] class = no default 4943->4944 4945 gini = 0.0 samples = 1 value = [1, 0] class = default 4943->4945 4948 weekday_is_monday <= 0.5 gini = 0.239 samples = 65 value = [9, 56] class = no default 4947->4948 4963 gini = 0.0 samples = 2 value = [2, 0] class = default 4947->4963 4949 LDA_00 <= 0.029 gini = 0.14 samples = 53 value = [4, 49] class = no default 4948->4949 4958 num_hrefs <= 6.5 gini = 0.486 samples = 12 value = [5, 7] class = no default 4948->4958 4950 gini = 0.0 samples = 33 value = [0, 33] class = no default 4949->4950 4951 LDA_00 <= 0.029 gini = 0.32 samples = 20 value = [4, 16] class = no default 4949->4951 4952 n_non_stop_unique_tokens <= 0.633 gini = 0.48 samples = 5 value = [3, 2] class = default 4951->4952 4955 rate_negative_words <= 0.158 gini = 0.124 samples = 15 value = [1, 14] class = no default 4951->4955 4953 gini = 0.0 samples = 2 value = [0, 2] class = no default 4952->4953 4954 gini = 0.0 samples = 3 value = [3, 0] class = default 4952->4954 4956 gini = 0.0 samples = 1 value = [1, 0] class = default 4955->4956 4957 gini = 0.0 samples = 14 value = [0, 14] class = no default 4955->4957 4959 gini = 0.0 samples = 3 value = [3, 0] class = default 4958->4959 4960 kw_max_avg <= 5336.444 gini = 0.346 samples = 9 value = [2, 7] class = no default 4958->4960 4961 gini = 0.0 samples = 7 value = [0, 7] class = no default 4960->4961 4962 gini = 0.0 samples = 2 value = [2, 0] class = default 4960->4962 4965 gini = 0.0 samples = 7 value = [7, 0] class = default 4964->4965 4966 gini = 0.0 samples = 2 value = [0, 2] class = no default 4964->4966 4968 num_self_hrefs <= 2.0 gini = 0.375 samples = 28 value = [7, 21] class = no default 4967->4968 4979 kw_avg_min <= 4600.875 gini = 0.056 samples = 70 value = [2, 68] class = no default 4967->4979 4969 gini = 0.0 samples = 3 value = [3, 0] class = default 4968->4969 4970 kw_max_avg <= 7131.325 gini = 0.269 samples = 25 value = [4, 21] class = no default 4968->4970 4971 kw_max_avg <= 3715.475 gini = 0.1 samples = 19 value = [1, 18] class = no default 4970->4971 4974 LDA_04 <= 0.741 gini = 0.5 samples = 6 value = [3, 3] class = default 4970->4974 4972 gini = 0.0 samples = 1 value = [1, 0] class = default 4971->4972 4973 gini = 0.0 samples = 18 value = [0, 18] class = no default 4971->4973 4975 weekday_is_friday <= 0.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 4974->4975 4978 gini = 0.0 samples = 2 value = [2, 0] class = default 4974->4978 4976 gini = 0.0 samples = 3 value = [0, 3] class = no default 4975->4976 4977 gini = 0.0 samples = 1 value = [1, 0] class = default 4975->4977 4980 n_non_stop_unique_tokens <= 0.474 gini = 0.029 samples = 69 value = [1, 68] class = no default 4979->4980 4985 gini = 0.0 samples = 1 value = [1, 0] class = default 4979->4985 4981 global_subjectivity <= 0.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 4980->4981 4984 gini = 0.0 samples = 65 value = [0, 65] class = no default 4980->4984 4982 gini = 0.0 samples = 1 value = [1, 0] class = default 4981->4982 4983 gini = 0.0 samples = 3 value = [0, 3] class = no default 4981->4983 4987 self_reference_max_shares <= 77150.0 gini = 0.19 samples = 198 value = [21, 177] class = no default 4986->4987 5032 kw_avg_avg <= 2943.546 gini = 0.454 samples = 86 value = [30, 56] class = no default 4986->5032 4988 kw_min_avg <= 3395.493 gini = 0.175 samples = 196 value = [19, 177] class = no default 4987->4988 5031 gini = 0.0 samples = 2 value = [2, 0] class = default 4987->5031 4989 global_subjectivity <= 0.626 gini = 0.154 samples = 191 value = [16, 175] class = no default 4988->4989 5028 n_tokens_content <= 903.5 gini = 0.48 samples = 5 value = [3, 2] class = default 4988->5028 4990 num_videos <= 10.5 gini = 0.145 samples = 190 value = [15, 175] class = no default 4989->4990 5027 gini = 0.0 samples = 1 value = [1, 0] class = default 4989->5027 4991 avg_negative_polarity <= -0.214 gini = 0.137 samples = 189 value = [14, 175] class = no default 4990->4991 5026 gini = 0.0 samples = 1 value = [1, 0] class = default 4990->5026 4992 kw_max_avg <= 3525.743 gini = 0.085 samples = 157 value = [7, 150] class = no default 4991->4992 5015 rate_negative_words <= 0.319 gini = 0.342 samples = 32 value = [7, 25] class = no default 4991->5015 4993 gini = 0.0 samples = 1 value = [1, 0] class = default 4992->4993 4994 avg_negative_polarity <= -0.498 gini = 0.074 samples = 156 value = [6, 150] class = no default 4992->4994 4995 kw_min_avg <= 1536.692 gini = 0.5 samples = 2 value = [1, 1] class = default 4994->4995 4998 kw_avg_min <= 216.308 gini = 0.063 samples = 154 value = [5, 149] class = no default 4994->4998 4996 gini = 0.0 samples = 1 value = [1, 0] class = default 4995->4996 4997 gini = 0.0 samples = 1 value = [0, 1] class = no default 4995->4997 4999 kw_avg_max <= 259192.859 gini = 0.202 samples = 35 value = [4, 31] class = no default 4998->4999 5010 kw_avg_max <= 446810.0 gini = 0.017 samples = 119 value = [1, 118] class = no default 4998->5010 5000 global_rate_positive_words <= 0.049 gini = 0.444 samples = 3 value = [2, 1] class = default 4999->5000 5003 num_hrefs <= 4.5 gini = 0.117 samples = 32 value = [2, 30] class = no default 4999->5003 5001 gini = 0.0 samples = 2 value = [2, 0] class = default 5000->5001 5002 gini = 0.0 samples = 1 value = [0, 1] class = no default 5000->5002 5004 gini = 0.0 samples = 1 value = [1, 0] class = default 5003->5004 5005 kw_max_min <= 1024.0 gini = 0.062 samples = 31 value = [1, 30] class = no default 5003->5005 5006 gini = 0.0 samples = 29 value = [0, 29] class = no default 5005->5006 5007 LDA_02 <= 0.031 gini = 0.5 samples = 2 value = [1, 1] class = default 5005->5007 5008 gini = 0.0 samples = 1 value = [0, 1] class = no default 5007->5008 5009 gini = 0.0 samples = 1 value = [1, 0] class = default 5007->5009 5011 gini = 0.0 samples = 115 value = [0, 115] class = no default 5010->5011 5012 min_negative_polarity <= -0.65 gini = 0.375 samples = 4 value = [1, 3] class = no default 5010->5012 5013 gini = 0.0 samples = 3 value = [0, 3] class = no default 5012->5013 5014 gini = 0.0 samples = 1 value = [1, 0] class = default 5012->5014 5016 kw_avg_max <= 393468.75 gini = 0.278 samples = 30 value = [5, 25] class = no default 5015->5016 5025 gini = 0.0 samples = 2 value = [2, 0] class = default 5015->5025 5017 timedelta <= 41.5 gini = 0.153 samples = 24 value = [2, 22] class = no default 5016->5017 5022 self_reference_max_shares <= 3150.0 gini = 0.5 samples = 6 value = [3, 3] class = default 5016->5022 5018 gini = 0.0 samples = 1 value = [1, 0] class = default 5017->5018 5019 average_token_length <= 5.239 gini = 0.083 samples = 23 value = [1, 22] class = no default 5017->5019 5020 gini = 0.0 samples = 22 value = [0, 22] class = no default 5019->5020 5021 gini = 0.0 samples = 1 value = [1, 0] class = default 5019->5021 5023 gini = 0.0 samples = 3 value = [3, 0] class = default 5022->5023 5024 gini = 0.0 samples = 3 value = [0, 3] class = no default 5022->5024 5029 gini = 0.0 samples = 3 value = [3, 0] class = default 5028->5029 5030 gini = 0.0 samples = 2 value = [0, 2] class = no default 5028->5030 5033 weekday_is_tuesday <= 0.5 gini = 0.355 samples = 13 value = [10, 3] class = default 5032->5033 5038 num_hrefs <= 6.5 gini = 0.398 samples = 73 value = [20, 53] class = no default 5032->5038 5034 gini = 0.0 samples = 9 value = [9, 0] class = default 5033->5034 5035 self_reference_min_shares <= 495.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 5033->5035 5036 gini = 0.0 samples = 3 value = [0, 3] class = no default 5035->5036 5037 gini = 0.0 samples = 1 value = [1, 0] class = default 5035->5037 5039 n_unique_tokens <= 0.487 gini = 0.469 samples = 16 value = [10, 6] class = default 5038->5039 5046 avg_negative_polarity <= -0.429 gini = 0.289 samples = 57 value = [10, 47] class = no default 5038->5046 5040 gini = 0.0 samples = 7 value = [7, 0] class = default 5039->5040 5041 LDA_01 <= 0.04 gini = 0.444 samples = 9 value = [3, 6] class = no default 5039->5041 5042 gini = 0.0 samples = 5 value = [0, 5] class = no default 5041->5042 5043 n_tokens_content <= 423.5 gini = 0.375 samples = 4 value = [3, 1] class = default 5041->5043 5044 gini = 0.0 samples = 1 value = [0, 1] class = no default 5043->5044 5045 gini = 0.0 samples = 3 value = [3, 0] class = default 5043->5045 5047 gini = 0.0 samples = 3 value = [3, 0] class = default 5046->5047 5048 n_non_stop_unique_tokens <= 0.652 gini = 0.226 samples = 54 value = [7, 47] class = no default 5046->5048 5049 kw_max_avg <= 4647.717 gini = 0.403 samples = 25 value = [7, 18] class = no default 5048->5049 5058 gini = 0.0 samples = 29 value = [0, 29] class = no default 5048->5058 5050 n_unique_tokens <= 0.474 gini = 0.469 samples = 8 value = [5, 3] class = default 5049->5050 5053 global_sentiment_polarity <= 0.228 gini = 0.208 samples = 17 value = [2, 15] class = no default 5049->5053 5051 gini = 0.0 samples = 3 value = [0, 3] class = no default 5050->5051 5052 gini = 0.0 samples = 5 value = [5, 0] class = default 5050->5052 5054 LDA_01 <= 0.11 gini = 0.117 samples = 16 value = [1, 15] class = no default 5053->5054 5057 gini = 0.0 samples = 1 value = [1, 0] class = default 5053->5057 5055 gini = 0.0 samples = 15 value = [0, 15] class = no default 5054->5055 5056 gini = 0.0 samples = 1 value = [1, 0] class = default 5054->5056 5060 num_imgs <= 1.5 gini = 0.5 samples = 2499 value = [1219, 1280] class = no default 5059->5060 5953 self_reference_min_shares <= 35.5 gini = 0.446 samples = 507 value = [170, 337] class = no default 5059->5953 5061 self_reference_avg_sharess <= 3374.375 gini = 0.498 samples = 1674 value = [883, 791] class = default 5060->5061 5664 self_reference_min_shares <= 1050.0 gini = 0.483 samples = 825 value = [336, 489] class = no default 5060->5664 5062 global_rate_positive_words <= 0.024 gini = 0.494 samples = 1322 value = [734, 588] class = default 5061->5062 5539 n_tokens_content <= 418.0 gini = 0.488 samples = 352 value = [149, 203] class = no default 5061->5539 5063 kw_max_avg <= 3607.646 gini = 0.421 samples = 189 value = [132, 57] class = default 5062->5063 5124 kw_avg_max <= 603471.438 gini = 0.498 samples = 1133 value = [602, 531] class = default 5062->5124 5064 avg_positive_polarity <= 0.174 gini = 0.444 samples = 12 value = [4, 8] class = no default 5063->5064 5069 kw_avg_max <= 585450.0 gini = 0.4 samples = 177 value = [128, 49] class = default 5063->5069 5065 gini = 0.0 samples = 3 value = [3, 0] class = default 5064->5065 5066 global_rate_positive_words <= 0.023 gini = 0.198 samples = 9 value = [1, 8] class = no default 5064->5066 5067 gini = 0.0 samples = 8 value = [0, 8] class = no default 5066->5067 5068 gini = 0.0 samples = 1 value = [1, 0] class = default 5066->5068 5070 average_token_length <= 4.203 gini = 0.382 samples = 171 value = [127, 44] class = default 5069->5070 5121 abs_title_sentiment_polarity <= 0.45 gini = 0.278 samples = 6 value = [1, 5] class = no default 5069->5121 5071 gini = 0.0 samples = 3 value = [0, 3] class = no default 5070->5071 5072 min_positive_polarity <= 0.056 gini = 0.369 samples = 168 value = [127, 41] class = default 5070->5072 5073 gini = 0.0 samples = 17 value = [17, 0] class = default 5072->5073 5074 LDA_01 <= 0.192 gini = 0.396 samples = 151 value = [110, 41] class = default 5072->5074 5075 LDA_01 <= 0.037 gini = 0.368 samples = 136 value = [103, 33] class = default 5074->5075 5114 avg_positive_polarity <= 0.377 gini = 0.498 samples = 15 value = [7, 8] class = no default 5074->5114 5076 LDA_03 <= 0.029 gini = 0.439 samples = 89 value = [60, 29] class = default 5075->5076 5103 title_sentiment_polarity <= -0.787 gini = 0.156 samples = 47 value = [43, 4] class = default 5075->5103 5077 abs_title_sentiment_polarity <= 0.475 gini = 0.208 samples = 34 value = [30, 4] class = default 5076->5077 5084 kw_avg_min <= 308.583 gini = 0.496 samples = 55 value = [30, 25] class = default 5076->5084 5078 avg_positive_polarity <= 0.558 gini = 0.064 samples = 30 value = [29, 1] class = default 5077->5078 5081 title_sentiment_polarity <= 0.75 gini = 0.375 samples = 4 value = [1, 3] class = no default 5077->5081 5079 gini = 0.0 samples = 29 value = [29, 0] class = default 5078->5079 5080 gini = 0.0 samples = 1 value = [0, 1] class = no default 5078->5080 5082 gini = 0.0 samples = 3 value = [0, 3] class = no default 5081->5082 5083 gini = 0.0 samples = 1 value = [1, 0] class = default 5081->5083 5085 global_rate_positive_words <= 0.021 gini = 0.475 samples = 36 value = [14, 22] class = no default 5084->5085 5098 LDA_02 <= 0.027 gini = 0.266 samples = 19 value = [16, 3] class = default 5084->5098 5086 global_rate_positive_words <= 0.017 gini = 0.245 samples = 21 value = [3, 18] class = no default 5085->5086 5091 self_reference_min_shares <= 1046.0 gini = 0.391 samples = 15 value = [11, 4] class = default 5085->5091 5087 num_videos <= 0.5 gini = 0.5 samples = 6 value = [3, 3] class = default 5086->5087 5090 gini = 0.0 samples = 15 value = [0, 15] class = no default 5086->5090 5088 gini = 0.0 samples = 3 value = [3, 0] class = default 5087->5088 5089 gini = 0.0 samples = 3 value = [0, 3] class = no default 5087->5089 5092 kw_avg_min <= 95.481 gini = 0.165 samples = 11 value = [10, 1] class = default 5091->5092 5095 rate_negative_words <= 0.583 gini = 0.375 samples = 4 value = [1, 3] class = no default 5091->5095 5093 gini = 0.0 samples = 1 value = [0, 1] class = no default 5092->5093 5094 gini = 0.0 samples = 10 value = [10, 0] class = default 5092->5094 5096 gini = 0.0 samples = 3 value = [0, 3] class = no default 5095->5096 5097 gini = 0.0 samples = 1 value = [1, 0] class = default 5095->5097 5099 gini = 0.0 samples = 2 value = [0, 2] class = no default 5098->5099 5100 avg_negative_polarity <= -0.149 gini = 0.111 samples = 17 value = [16, 1] class = default 5098->5100 5101 gini = 0.0 samples = 16 value = [16, 0] class = default 5100->5101 5102 gini = 0.0 samples = 1 value = [0, 1] class = no default 5100->5102 5104 gini = 0.0 samples = 1 value = [0, 1] class = no default 5103->5104 5105 kw_min_max <= 72550.0 gini = 0.122 samples = 46 value = [43, 3] class = default 5103->5105 5106 kw_max_avg <= 3731.455 gini = 0.046 samples = 42 value = [41, 1] class = default 5105->5106 5111 max_negative_polarity <= -0.15 gini = 0.5 samples = 4 value = [2, 2] class = default 5105->5111 5107 global_rate_negative_words <= 0.01 gini = 0.444 samples = 3 value = [2, 1] class = default 5106->5107 5110 gini = 0.0 samples = 39 value = [39, 0] class = default 5106->5110 5108 gini = 0.0 samples = 1 value = [0, 1] class = no default 5107->5108 5109 gini = 0.0 samples = 2 value = [2, 0] class = default 5107->5109 5112 gini = 0.0 samples = 2 value = [2, 0] class = default 5111->5112 5113 gini = 0.0 samples = 2 value = [0, 2] class = no default 5111->5113 5115 avg_negative_polarity <= -0.373 gini = 0.219 samples = 8 value = [1, 7] class = no default 5114->5115 5118 self_reference_max_shares <= 354.0 gini = 0.245 samples = 7 value = [6, 1] class = default 5114->5118 5116 gini = 0.0 samples = 1 value = [1, 0] class = default 5115->5116 5117 gini = 0.0 samples = 7 value = [0, 7] class = no default 5115->5117 5119 gini = 0.0 samples = 1 value = [0, 1] class = no default 5118->5119 5120 gini = 0.0 samples = 6 value = [6, 0] class = default 5118->5120 5122 gini = 0.0 samples = 5 value = [0, 5] class = no default 5121->5122 5123 gini = 0.0 samples = 1 value = [1, 0] class = default 5121->5123 5125 kw_min_avg <= 2329.135 gini = 0.499 samples = 1084 value = [564, 520] class = default 5124->5125 5522 avg_negative_polarity <= -0.254 gini = 0.348 samples = 49 value = [38, 11] class = default 5124->5522 5126 num_videos <= 0.5 gini = 0.495 samples = 838 value = [461, 377] class = default 5125->5126 5421 num_hrefs <= 3.5 gini = 0.487 samples = 246 value = [103, 143] class = no default 5125->5421 5127 global_subjectivity <= 0.291 gini = 0.483 samples = 504 value = [299, 205] class = default 5126->5127 5300 global_subjectivity <= 0.414 gini = 0.5 samples = 334 value = [162, 172] class = no default 5126->5300 5128 self_reference_avg_sharess <= 2799.75 gini = 0.165 samples = 11 value = [1, 10] class = no default 5127->5128 5131 global_rate_negative_words <= 0.022 gini = 0.478 samples = 493 value = [298, 195] class = default 5127->5131 5129 gini = 0.0 samples = 10 value = [0, 10] class = no default 5128->5129 5130 gini = 0.0 samples = 1 value = [1, 0] class = default 5128->5130 5132 avg_negative_polarity <= -0.119 gini = 0.491 samples = 380 value = [216, 164] class = default 5131->5132 5265 avg_negative_polarity <= -0.457 gini = 0.398 samples = 113 value = [82, 31] class = default 5131->5265 5133 num_hrefs <= 4.5 gini = 0.497 samples = 336 value = [181, 155] class = default 5132->5133 5252 n_unique_tokens <= 0.532 gini = 0.325 samples = 44 value = [35, 9] class = default 5132->5252 5134 LDA_02 <= 0.027 gini = 0.395 samples = 48 value = [35, 13] class = default 5133->5134 5153 LDA_00 <= 0.885 gini = 0.5 samples = 288 value = [146, 142] class = default 5133->5153 5135 gini = 0.0 samples = 5 value = [0, 5] class = no default 5134->5135 5136 average_token_length <= 5.159 gini = 0.303 samples = 43 value = [35, 8] class = default 5134->5136 5137 kw_avg_min <= -0.833 gini = 0.219 samples = 40 value = [35, 5] class = default 5136->5137 5152 gini = 0.0 samples = 3 value = [0, 3] class = no default 5136->5152 5138 gini = 0.0 samples = 1 value = [0, 1] class = no default 5137->5138 5139 weekday_is_monday <= 0.5 gini = 0.184 samples = 39 value = [35, 4] class = default 5137->5139 5140 title_subjectivity <= 0.875 gini = 0.108 samples = 35 value = [33, 2] class = default 5139->5140 5149 kw_avg_min <= 222.299 gini = 0.5 samples = 4 value = [2, 2] class = default 5139->5149 5141 self_reference_avg_sharess <= 2145.5 gini = 0.059 samples = 33 value = [32, 1] class = default 5140->5141 5146 n_tokens_title <= 9.0 gini = 0.5 samples = 2 value = [1, 1] class = default 5140->5146 5142 gini = 0.0 samples = 31 value = [31, 0] class = default 5141->5142 5143 LDA_03 <= 0.042 gini = 0.5 samples = 2 value = [1, 1] class = default 5141->5143 5144 gini = 0.0 samples = 1 value = [1, 0] class = default 5143->5144 5145 gini = 0.0 samples = 1 value = [0, 1] class = no default 5143->5145 5147 gini = 0.0 samples = 1 value = [0, 1] class = no default 5146->5147 5148 gini = 0.0 samples = 1 value = [1, 0] class = default 5146->5148 5150 gini = 0.0 samples = 2 value = [2, 0] class = default 5149->5150 5151 gini = 0.0 samples = 2 value = [0, 2] class = no default 5149->5151 5154 kw_max_min <= 170.5 gini = 0.499 samples = 274 value = [144, 130] class = default 5153->5154 5249 n_tokens_title <= 11.5 gini = 0.245 samples = 14 value = [2, 12] class = no default 5153->5249 5155 gini = 0.0 samples = 8 value = [0, 8] class = no default 5154->5155 5156 global_rate_negative_words <= 0.013 gini = 0.497 samples = 266 value = [144, 122] class = default 5154->5156 5157 max_positive_polarity <= 0.575 gini = 0.45 samples = 111 value = [73, 38] class = default 5156->5157 5196 n_unique_tokens <= 0.516 gini = 0.496 samples = 155 value = [71, 84] class = no default 5156->5196 5158 kw_max_min <= 1150.0 gini = 0.457 samples = 17 value = [6, 11] class = no default 5157->5158 5165 kw_min_avg <= 1983.917 gini = 0.409 samples = 94 value = [67, 27] class = default 5157->5165 5159 kw_avg_max <= 194671.422 gini = 0.26 samples = 13 value = [2, 11] class = no default 5158->5159 5164 gini = 0.0 samples = 4 value = [4, 0] class = default 5158->5164 5160 gini = 0.0 samples = 1 value = [1, 0] class = default 5159->5160 5161 self_reference_max_shares <= 6500.0 gini = 0.153 samples = 12 value = [1, 11] class = no default 5159->5161 5162 gini = 0.0 samples = 11 value = [0, 11] class = no default 5161->5162 5163 gini = 0.0 samples = 1 value = [1, 0] class = default 5161->5163 5166 LDA_02 <= 0.656 gini = 0.366 samples = 83 value = [63, 20] class = default 5165->5166 5193 n_tokens_content <= 480.5 gini = 0.463 samples = 11 value = [4, 7] class = no default 5165->5193 5167 title_sentiment_polarity <= -0.161 gini = 0.335 samples = 80 value = [63, 17] class = default 5166->5167 5192 gini = 0.0 samples = 3 value = [0, 3] class = no default 5166->5192 5168 gini = 0.0 samples = 2 value = [0, 2] class = no default 5167->5168 5169 min_positive_polarity <= 0.081 gini = 0.311 samples = 78 value = [63, 15] class = default 5167->5169 5170 LDA_00 <= 0.633 gini = 0.444 samples = 36 value = [24, 12] class = default 5169->5170 5185 title_sentiment_polarity <= -0.14 gini = 0.133 samples = 42 value = [39, 3] class = default 5169->5185 5171 LDA_02 <= 0.344 gini = 0.469 samples = 16 value = [6, 10] class = no default 5170->5171 5178 LDA_03 <= 0.023 gini = 0.18 samples = 20 value = [18, 2] class = default 5170->5178 5172 LDA_01 <= 0.04 gini = 0.355 samples = 13 value = [3, 10] class = no default 5171->5172 5177 gini = 0.0 samples = 3 value = [3, 0] class = default 5171->5177 5173 gini = 0.0 samples = 8 value = [0, 8] class = no default 5172->5173 5174 global_rate_positive_words <= 0.036 gini = 0.48 samples = 5 value = [3, 2] class = default 5172->5174 5175 gini = 0.0 samples = 2 value = [0, 2] class = no default 5174->5175 5176 gini = 0.0 samples = 3 value = [3, 0] class = default 5174->5176 5179 gini = 0.0 samples = 1 value = [0, 1] class = no default 5178->5179 5180 LDA_00 <= 0.866 gini = 0.1 samples = 19 value = [18, 1] class = default 5178->5180 5181 gini = 0.0 samples = 17 value = [17, 0] class = default 5180->5181 5182 n_tokens_content <= 419.5 gini = 0.5 samples = 2 value = [1, 1] class = default 5180->5182 5183 gini = 0.0 samples = 1 value = [1, 0] class = default 5182->5183 5184 gini = 0.0 samples = 1 value = [0, 1] class = no default 5182->5184 5186 gini = 0.0 samples = 1 value = [0, 1] class = no default 5185->5186 5187 n_non_stop_unique_tokens <= 0.924 gini = 0.093 samples = 41 value = [39, 2] class = default 5185->5187 5188 global_rate_positive_words <= 0.024 gini = 0.049 samples = 40 value = [39, 1] class = default 5187->5188 5191 gini = 0.0 samples = 1 value = [0, 1] class = no default 5187->5191 5189 gini = 0.0 samples = 1 value = [0, 1] class = no default 5188->5189 5190 gini = 0.0 samples = 39 value = [39, 0] class = default 5188->5190 5194 gini = 0.0 samples = 7 value = [0, 7] class = no default 5193->5194 5195 gini = 0.0 samples = 4 value = [4, 0] class = default 5193->5195 5197 weekday_is_thursday <= 0.5 gini = 0.219 samples = 16 value = [2, 14] class = no default 5196->5197 5202 n_unique_tokens <= 0.524 gini = 0.5 samples = 139 value = [69, 70] class = no default 5196->5202 5198 gini = 0.0 samples = 13 value = [0, 13] class = no default 5197->5198 5199 n_non_stop_unique_tokens <= 0.671 gini = 0.444 samples = 3 value = [2, 1] class = default 5197->5199 5200 gini = 0.0 samples = 2 value = [2, 0] class = default 5199->5200 5201 gini = 0.0 samples = 1 value = [0, 1] class = no default 5199->5201 5203 gini = 0.0 samples = 11 value = [11, 0] class = default 5202->5203 5204 average_token_length <= 4.78 gini = 0.496 samples = 128 value = [58, 70] class = no default 5202->5204 5205 kw_min_max <= 5100.0 gini = 0.444 samples = 69 value = [23, 46] class = no default 5204->5205 5228 kw_max_avg <= 4050.611 gini = 0.483 samples = 59 value = [35, 24] class = default 5204->5228 5206 title_subjectivity <= 0.463 gini = 0.273 samples = 43 value = [7, 36] class = no default 5205->5206 5219 num_hrefs <= 10.5 gini = 0.473 samples = 26 value = [16, 10] class = default 5205->5219 5207 average_token_length <= 4.202 gini = 0.149 samples = 37 value = [3, 34] class = no default 5206->5207 5216 global_rate_positive_words <= 0.071 gini = 0.444 samples = 6 value = [4, 2] class = default 5206->5216 5208 gini = 0.0 samples = 1 value = [1, 0] class = default 5207->5208 5209 avg_positive_polarity <= 0.252 gini = 0.105 samples = 36 value = [2, 34] class = no default 5207->5209 5210 gini = 0.0 samples = 1 value = [1, 0] class = default 5209->5210 5211 LDA_02 <= 0.021 gini = 0.056 samples = 35 value = [1, 34] class = no default 5209->5211 5212 n_tokens_title <= 10.0 gini = 0.5 samples = 2 value = [1, 1] class = default 5211->5212 5215 gini = 0.0 samples = 33 value = [0, 33] class = no default 5211->5215 5213 gini = 0.0 samples = 1 value = [0, 1] class = no default 5212->5213 5214 gini = 0.0 samples = 1 value = [1, 0] class = default 5212->5214 5217 gini = 0.0 samples = 4 value = [4, 0] class = default 5216->5217 5218 gini = 0.0 samples = 2 value = [0, 2] class = no default 5216->5218 5220 min_negative_polarity <= -0.25 gini = 0.363 samples = 21 value = [16, 5] class = default 5219->5220 5227 gini = 0.0 samples = 5 value = [0, 5] class = no default 5219->5227 5221 min_positive_polarity <= 0.042 gini = 0.266 samples = 19 value = [16, 3] class = default 5220->5221 5226 gini = 0.0 samples = 2 value = [0, 2] class = no default 5220->5226 5222 gini = 0.0 samples = 2 value = [0, 2] class = no default 5221->5222 5223 global_rate_negative_words <= 0.021 gini = 0.111 samples = 17 value = [16, 1] class = default 5221->5223 5224 gini = 0.0 samples = 16 value = [16, 0] class = default 5223->5224 5225 gini = 0.0 samples = 1 value = [0, 1] class = no default 5223->5225 5229 title_sentiment_polarity <= 0.292 gini = 0.219 samples = 8 value = [1, 7] class = no default 5228->5229 5232 LDA_03 <= 0.099 gini = 0.444 samples = 51 value = [34, 17] class = default 5228->5232 5230 gini = 0.0 samples = 7 value = [0, 7] class = no default 5229->5230 5231 gini = 0.0 samples = 1 value = [1, 0] class = default 5229->5231 5233 self_reference_avg_sharess <= 1488.333 gini = 0.327 samples = 34 value = [27, 7] class = default 5232->5233 5242 n_non_stop_unique_tokens <= 0.725 gini = 0.484 samples = 17 value = [7, 10] class = no default 5232->5242 5234 min_negative_polarity <= -0.308 gini = 0.133 samples = 28 value = [26, 2] class = default 5233->5234 5239 weekday_is_monday <= 0.5 gini = 0.278 samples = 6 value = [1, 5] class = no default 5233->5239 5235 gini = 0.0 samples = 25 value = [25, 0] class = default 5234->5235 5236 global_sentiment_polarity <= 0.202 gini = 0.444 samples = 3 value = [1, 2] class = no default 5234->5236 5237 gini = 0.0 samples = 2 value = [0, 2] class = no default 5236->5237 5238 gini = 0.0 samples = 1 value = [1, 0] class = default 5236->5238 5240 gini = 0.0 samples = 5 value = [0, 5] class = no default 5239->5240 5241 gini = 0.0 samples = 1 value = [1, 0] class = default 5239->5241 5243 avg_negative_polarity <= -0.434 gini = 0.375 samples = 8 value = [6, 2] class = default 5242->5243 5246 weekday_is_monday <= 0.5 gini = 0.198 samples = 9 value = [1, 8] class = no default 5242->5246 5244 gini = 0.0 samples = 2 value = [0, 2] class = no default 5243->5244 5245 gini = 0.0 samples = 6 value = [6, 0] class = default 5243->5245 5247 gini = 0.0 samples = 8 value = [0, 8] class = no default 5246->5247 5248 gini = 0.0 samples = 1 value = [1, 0] class = default 5246->5248 5250 gini = 0.0 samples = 12 value = [0, 12] class = no default 5249->5250 5251 gini = 0.0 samples = 2 value = [2, 0] class = default 5249->5251 5253 gini = 0.0 samples = 2 value = [0, 2] class = no default 5252->5253 5254 LDA_01 <= 0.359 gini = 0.278 samples = 42 value = [35, 7] class = default 5252->5254 5255 LDA_03 <= 0.324 gini = 0.188 samples = 38 value = [34, 4] class = default 5254->5255 5262 avg_positive_polarity <= 0.281 gini = 0.375 samples = 4 value = [1, 3] class = no default 5254->5262 5256 kw_max_avg <= 3451.385 gini = 0.062 samples = 31 value = [30, 1] class = default 5255->5256 5259 kw_min_avg <= 864.613 gini = 0.49 samples = 7 value = [4, 3] class = default 5255->5259 5257 gini = 0.0 samples = 1 value = [0, 1] class = no default 5256->5257 5258 gini = 0.0 samples = 30 value = [30, 0] class = default 5256->5258 5260 gini = 0.0 samples = 4 value = [4, 0] class = default 5259->5260 5261 gini = 0.0 samples = 3 value = [0, 3] class = no default 5259->5261 5263 gini = 0.0 samples = 1 value = [1, 0] class = default 5262->5263 5264 gini = 0.0 samples = 3 value = [0, 3] class = no default 5262->5264 5266 title_sentiment_polarity <= -0.289 gini = 0.444 samples = 9 value = [3, 6] class = no default 5265->5266 5269 LDA_03 <= 0.64 gini = 0.365 samples = 104 value = [79, 25] class = default 5265->5269 5267 gini = 0.0 samples = 3 value = [3, 0] class = default 5266->5267 5268 gini = 0.0 samples = 6 value = [0, 6] class = no default 5266->5268 5270 kw_max_avg <= 12644.902 gini = 0.327 samples = 97 value = [77, 20] class = default 5269->5270 5297 n_unique_tokens <= 0.673 gini = 0.408 samples = 7 value = [2, 5] class = no default 5269->5297 5271 kw_avg_max <= 213065.0 gini = 0.299 samples = 93 value = [76, 17] class = default 5270->5271 5294 abs_title_subjectivity <= 0.031 gini = 0.375 samples = 4 value = [1, 3] class = no default 5270->5294 5272 kw_min_max <= 4600.0 gini = 0.423 samples = 46 value = [32, 14] class = default 5271->5272 5287 max_negative_polarity <= -0.029 gini = 0.12 samples = 47 value = [44, 3] class = default 5271->5287 5273 LDA_00 <= 0.204 gini = 0.326 samples = 39 value = [31, 8] class = default 5272->5273 5284 n_non_stop_unique_tokens <= 0.655 gini = 0.245 samples = 7 value = [1, 6] class = no default 5272->5284 5274 global_rate_positive_words <= 0.079 gini = 0.133 samples = 28 value = [26, 2] class = default 5273->5274 5279 weekday_is_tuesday <= 0.5 gini = 0.496 samples = 11 value = [5, 6] class = no default 5273->5279 5275 rate_positive_words <= 0.418 gini = 0.071 samples = 27 value = [26, 1] class = default 5274->5275 5278 gini = 0.0 samples = 1 value = [0, 1] class = no default 5274->5278 5276 gini = 0.0 samples = 1 value = [0, 1] class = no default 5275->5276 5277 gini = 0.0 samples = 26 value = [26, 0] class = default 5275->5277 5280 average_token_length <= 4.891 gini = 0.375 samples = 8 value = [2, 6] class = no default 5279->5280 5283 gini = 0.0 samples = 3 value = [3, 0] class = default 5279->5283 5281 gini = 0.0 samples = 6 value = [0, 6] class = no default 5280->5281 5282 gini = 0.0 samples = 2 value = [2, 0] class = default 5280->5282 5285 gini = 0.0 samples = 1 value = [1, 0] class = default 5284->5285 5286 gini = 0.0 samples = 6 value = [0, 6] class = no default 5284->5286 5288 kw_max_min <= 216.0 gini = 0.083 samples = 46 value = [44, 2] class = default 5287->5288 5293 gini = 0.0 samples = 1 value = [0, 1] class = no default 5287->5293 5289 num_self_hrefs <= 1.5 gini = 0.48 samples = 5 value = [3, 2] class = default 5288->5289 5292 gini = 0.0 samples = 41 value = [41, 0] class = default 5288->5292 5290 gini = 0.0 samples = 3 value = [3, 0] class = default 5289->5290 5291 gini = 0.0 samples = 2 value = [0, 2] class = no default 5289->5291 5295 gini = 0.0 samples = 1 value = [1, 0] class = default 5294->5295 5296 gini = 0.0 samples = 3 value = [0, 3] class = no default 5294->5296 5298 gini = 0.0 samples = 5 value = [0, 5] class = no default 5297->5298 5299 gini = 0.0 samples = 2 value = [2, 0] class = default 5297->5299 5301 kw_max_avg <= 4437.375 gini = 0.45 samples = 76 value = [50, 26] class = default 5300->5301 5330 kw_avg_min <= 645.6 gini = 0.491 samples = 258 value = [112, 146] class = no default 5300->5330 5302 global_subjectivity <= 0.406 gini = 0.43 samples = 16 value = [5, 11] class = no default 5301->5302 5307 LDA_04 <= 0.02 gini = 0.375 samples = 60 value = [45, 15] class = default 5301->5307 5303 kw_min_avg <= 2266.091 gini = 0.26 samples = 13 value = [2, 11] class = no default 5302->5303 5306 gini = 0.0 samples = 3 value = [3, 0] class = default 5302->5306 5304 gini = 0.0 samples = 11 value = [0, 11] class = no default 5303->5304 5305 gini = 0.0 samples = 2 value = [2, 0] class = default 5303->5305 5308 gini = 0.0 samples = 3 value = [0, 3] class = no default 5307->5308 5309 min_negative_polarity <= -0.775 gini = 0.332 samples = 57 value = [45, 12] class = default 5307->5309 5310 gini = 0.0 samples = 2 value = [0, 2] class = no default 5309->5310 5311 num_hrefs <= 15.5 gini = 0.298 samples = 55 value = [45, 10] class = default 5309->5311 5312 kw_min_max <= 7750.0 gini = 0.256 samples = 53 value = [45, 8] class = default 5311->5312 5329 gini = 0.0 samples = 2 value = [0, 2] class = no default 5311->5329 5313 LDA_04 <= 0.642 gini = 0.13 samples = 43 value = [40, 3] class = default 5312->5313 5324 self_reference_min_shares <= 798.5 gini = 0.5 samples = 10 value = [5, 5] class = default 5312->5324 5314 global_sentiment_polarity <= 0.165 gini = 0.093 samples = 41 value = [39, 2] class = default 5313->5314 5321 global_rate_positive_words <= 0.049 gini = 0.5 samples = 2 value = [1, 1] class = default 5313->5321 5315 gini = 0.0 samples = 31 value = [31, 0] class = default 5314->5315 5316 global_rate_positive_words <= 0.041 gini = 0.32 samples = 10 value = [8, 2] class = default 5314->5316 5317 global_subjectivity <= 0.291 gini = 0.444 samples = 3 value = [1, 2] class = no default 5316->5317 5320 gini = 0.0 samples = 7 value = [7, 0] class = default 5316->5320 5318 gini = 0.0 samples = 1 value = [1, 0] class = default 5317->5318 5319 gini = 0.0 samples = 2 value = [0, 2] class = no default 5317->5319 5322 gini = 0.0 samples = 1 value = [0, 1] class = no default 5321->5322 5323 gini = 0.0 samples = 1 value = [1, 0] class = default 5321->5323 5325 gini = 0.0 samples = 4 value = [4, 0] class = default 5324->5325 5326 rate_negative_words <= 0.071 gini = 0.278 samples = 6 value = [1, 5] class = no default 5324->5326 5327 gini = 0.0 samples = 1 value = [1, 0] class = default 5326->5327 5328 gini = 0.0 samples = 5 value = [0, 5] class = no default 5326->5328 5331 kw_max_min <= 1350.0 gini = 0.485 samples = 246 value = [102, 144] class = no default 5330->5331 5416 kw_max_min <= 15850.0 gini = 0.278 samples = 12 value = [10, 2] class = default 5330->5416 5332 kw_avg_min <= 219.125 gini = 0.496 samples = 207 value = [94, 113] class = no default 5331->5332 5405 num_videos <= 13.0 gini = 0.326 samples = 39 value = [8, 31] class = no default 5331->5405 5333 global_rate_negative_words <= 0.037 gini = 0.459 samples = 115 value = [41, 74] class = no default 5332->5333 5368 weekday_is_thursday <= 0.5 gini = 0.488 samples = 92 value = [53, 39] class = default 5332->5368 5334 LDA_00 <= 0.554 gini = 0.429 samples = 106 value = [33, 73] class = no default 5333->5334 5365 global_subjectivity <= 0.696 gini = 0.198 samples = 9 value = [8, 1] class = default 5333->5365 5335 global_rate_positive_words <= 0.08 gini = 0.372 samples = 89 value = [22, 67] class = no default 5334->5335 5360 avg_negative_polarity <= -0.263 gini = 0.457 samples = 17 value = [11, 6] class = default 5334->5360 5336 LDA_02 <= 0.723 gini = 0.334 samples = 85 value = [18, 67] class = no default 5335->5336 5359 gini = 0.0 samples = 4 value = [4, 0] class = default 5335->5359 5337 min_positive_polarity <= 0.25 gini = 0.299 samples = 82 value = [15, 67] class = no default 5336->5337 5358 gini = 0.0 samples = 3 value = [3, 0] class = default 5336->5358 5338 avg_positive_polarity <= 0.207 gini = 0.272 samples = 80 value = [13, 67] class = no default 5337->5338 5357 gini = 0.0 samples = 2 value = [2, 0] class = default 5337->5357 5339 gini = 0.0 samples = 2 value = [2, 0] class = default 5338->5339 5340 LDA_01 <= 0.02 gini = 0.242 samples = 78 value = [11, 67] class = no default 5338->5340 5341 gini = 0.0 samples = 2 value = [2, 0] class = default 5340->5341 5342 num_self_hrefs <= 1.5 gini = 0.209 samples = 76 value = [9, 67] class = no default 5340->5342 5343 kw_avg_avg <= 3901.506 gini = 0.391 samples = 30 value = [8, 22] class = no default 5342->5343 5352 avg_positive_polarity <= 0.305 gini = 0.043 samples = 46 value = [1, 45] class = no default 5342->5352 5344 kw_max_min <= 554.5 gini = 0.227 samples = 23 value = [3, 20] class = no default 5343->5344 5349 LDA_00 <= 0.033 gini = 0.408 samples = 7 value = [5, 2] class = default 5343->5349 5345 gini = 0.0 samples = 17 value = [0, 17] class = no default 5344->5345 5346 LDA_03 <= 0.346 gini = 0.5 samples = 6 value = [3, 3] class = default 5344->5346 5347 gini = 0.0 samples = 3 value = [3, 0] class = default 5346->5347 5348 gini = 0.0 samples = 3 value = [0, 3] class = no default 5346->5348 5350 gini = 0.0 samples = 5 value = [5, 0] class = default 5349->5350 5351 gini = 0.0 samples = 2 value = [0, 2] class = no default 5349->5351 5353 num_hrefs <= 4.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 5352->5353 5356 gini = 0.0 samples = 41 value = [0, 41] class = no default 5352->5356 5354 gini = 0.0 samples = 1 value = [1, 0] class = default 5353->5354 5355 gini = 0.0 samples = 4 value = [0, 4] class = no default 5353->5355 5361 gini = 0.0 samples = 8 value = [8, 0] class = default 5360->5361 5362 LDA_00 <= 0.61 gini = 0.444 samples = 9 value = [3, 6] class = no default 5360->5362 5363 gini = 0.0 samples = 3 value = [3, 0] class = default 5362->5363 5364 gini = 0.0 samples = 6 value = [0, 6] class = no default 5362->5364 5366 gini = 0.0 samples = 8 value = [8, 0] class = default 5365->5366 5367 gini = 0.0 samples = 1 value = [0, 1] class = no default 5365->5367 5369 timedelta <= 203.5 gini = 0.461 samples = 75 value = [48, 27] class = default 5368->5369 5396 timedelta <= 339.5 gini = 0.415 samples = 17 value = [5, 12] class = no default 5368->5396 5370 max_negative_polarity <= -0.086 gini = 0.444 samples = 18 value = [6, 12] class = no default 5369->5370 5377 n_non_stop_unique_tokens <= 0.784 gini = 0.388 samples = 57 value = [42, 15] class = default 5369->5377 5371 min_negative_polarity <= -0.45 gini = 0.496 samples = 11 value = [6, 5] class = default 5370->5371 5376 gini = 0.0 samples = 7 value = [0, 7] class = no default 5370->5376 5372 kw_avg_max <= 196261.906 gini = 0.408 samples = 7 value = [2, 5] class = no default 5371->5372 5375 gini = 0.0 samples = 4 value = [4, 0] class = default 5371->5375 5373 gini = 0.0 samples = 2 value = [2, 0] class = default 5372->5373 5374 gini = 0.0 samples = 5 value = [0, 5] class = no default 5372->5374 5378 avg_positive_polarity <= 0.248 gini = 0.185 samples = 29 value = [26, 3] class = default 5377->5378 5387 LDA_04 <= 0.025 gini = 0.49 samples = 28 value = [16, 12] class = default 5377->5387 5379 gini = 0.0 samples = 1 value = [0, 1] class = no default 5378->5379 5380 kw_max_min <= 1250.0 gini = 0.133 samples = 28 value = [26, 2] class = default 5378->5380 5381 n_unique_tokens <= 0.526 gini = 0.071 samples = 27 value = [26, 1] class = default 5380->5381 5386 gini = 0.0 samples = 1 value = [0, 1] class = no default 5380->5386 5382 min_positive_polarity <= 0.075 gini = 0.5 samples = 2 value = [1, 1] class = default 5381->5382 5385 gini = 0.0 samples = 25 value = [25, 0] class = default 5381->5385 5383 gini = 0.0 samples = 1 value = [1, 0] class = default 5382->5383 5384 gini = 0.0 samples = 1 value = [0, 1] class = no default 5382->5384 5388 gini = 0.0 samples = 6 value = [0, 6] class = no default 5387->5388 5389 timedelta <= 567.0 gini = 0.397 samples = 22 value = [16, 6] class = default 5387->5389 5390 data_channel_is_world <= 0.5 gini = 0.219 samples = 16 value = [14, 2] class = default 5389->5390 5393 abs_title_sentiment_polarity <= 0.356 gini = 0.444 samples = 6 value = [2, 4] class = no default 5389->5393 5391 gini = 0.0 samples = 14 value = [14, 0] class = default 5390->5391 5392 gini = 0.0 samples = 2 value = [0, 2] class = no default 5390->5392 5394 gini = 0.0 samples = 4 value = [0, 4] class = no default 5393->5394 5395 gini = 0.0 samples = 2 value = [2, 0] class = default 5393->5395 5397 avg_negative_polarity <= -0.181 gini = 0.444 samples = 6 value = [4, 2] class = default 5396->5397 5402 self_reference_min_shares <= 1450.0 gini = 0.165 samples = 11 value = [1, 10] class = no default 5396->5402 5398 gini = 0.0 samples = 3 value = [3, 0] class = default 5397->5398 5399 kw_max_min <= 901.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 5397->5399 5400 gini = 0.0 samples = 1 value = [1, 0] class = default 5399->5400 5401 gini = 0.0 samples = 2 value = [0, 2] class = no default 5399->5401 5403 gini = 0.0 samples = 10 value = [0, 10] class = no default 5402->5403 5404 gini = 0.0 samples = 1 value = [1, 0] class = default 5402->5404 5406 average_token_length <= 4.851 gini = 0.272 samples = 37 value = [6, 31] class = no default 5405->5406 5415 gini = 0.0 samples = 2 value = [2, 0] class = default 5405->5415 5407 n_non_stop_unique_tokens <= 0.86 gini = 0.202 samples = 35 value = [4, 31] class = no default 5406->5407 5414 gini = 0.0 samples = 2 value = [2, 0] class = default 5406->5414 5408 n_tokens_title <= 13.5 gini = 0.067 samples = 29 value = [1, 28] class = no default 5407->5408 5411 kw_avg_avg <= 3556.087 gini = 0.5 samples = 6 value = [3, 3] class = default 5407->5411 5409 gini = 0.0 samples = 28 value = [0, 28] class = no default 5408->5409 5410 gini = 0.0 samples = 1 value = [1, 0] class = default 5408->5410 5412 gini = 0.0 samples = 3 value = [3, 0] class = default 5411->5412 5413 gini = 0.0 samples = 3 value = [0, 3] class = no default 5411->5413 5417 gini = 0.0 samples = 9 value = [9, 0] class = default 5416->5417 5418 num_keywords <= 7.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 5416->5418 5419 gini = 0.0 samples = 1 value = [1, 0] class = default 5418->5419 5420 gini = 0.0 samples = 2 value = [0, 2] class = no default 5418->5420 5422 global_sentiment_polarity <= 0.078 gini = 0.456 samples = 54 value = [35, 19] class = default 5421->5422 5443 kw_min_avg <= 3364.301 gini = 0.457 samples = 192 value = [68, 124] class = no default 5421->5443 5423 timedelta <= 234.5 gini = 0.346 samples = 9 value = [2, 7] class = no default 5422->5423 5428 min_positive_polarity <= 0.183 gini = 0.391 samples = 45 value = [33, 12] class = default 5422->5428 5424 gini = 0.0 samples = 6 value = [0, 6] class = no default 5423->5424 5425 avg_positive_polarity <= 0.261 gini = 0.444 samples = 3 value = [2, 1] class = default 5423->5425 5426 gini = 0.0 samples = 1 value = [0, 1] class = no default 5425->5426 5427 gini = 0.0 samples = 2 value = [2, 0] class = default 5425->5427 5429 global_rate_positive_words <= 0.083 gini = 0.251 samples = 34 value = [29, 5] class = default 5428->5429 5438 global_rate_negative_words <= 0.01 gini = 0.463 samples = 11 value = [4, 7] class = no default 5428->5438 5430 average_token_length <= 5.276 gini = 0.17 samples = 32 value = [29, 3] class = default 5429->5430 5437 gini = 0.0 samples = 2 value = [0, 2] class = no default 5429->5437 5431 kw_min_max <= 137300.0 gini = 0.121 samples = 31 value = [29, 2] class = default 5430->5431 5436 gini = 0.0 samples = 1 value = [0, 1] class = no default 5430->5436 5432 kw_max_avg <= 3247.199 gini = 0.064 samples = 30 value = [29, 1] class = default 5431->5432 5435 gini = 0.0 samples = 1 value = [0, 1] class = no default 5431->5435 5433 gini = 0.0 samples = 1 value = [0, 1] class = no default 5432->5433 5434 gini = 0.0 samples = 29 value = [29, 0] class = default 5432->5434 5439 gini = 0.0 samples = 6 value = [0, 6] class = no default 5438->5439 5440 LDA_01 <= 0.567 gini = 0.32 samples = 5 value = [4, 1] class = default 5438->5440 5441 gini = 0.0 samples = 4 value = [4, 0] class = default 5440->5441 5442 gini = 0.0 samples = 1 value = [0, 1] class = no default 5440->5442 5444 average_token_length <= 4.562 gini = 0.431 samples = 172 value = [54, 118] class = no default 5443->5444 5515 self_reference_min_shares <= 1050.0 gini = 0.42 samples = 20 value = [14, 6] class = default 5443->5515 5445 rate_negative_words <= 0.108 gini = 0.497 samples = 52 value = [24, 28] class = no default 5444->5445 5464 kw_max_min <= 1050.0 gini = 0.375 samples = 120 value = [30, 90] class = no default 5444->5464 5446 gini = 0.0 samples = 8 value = [8, 0] class = default 5445->5446 5447 global_rate_negative_words <= 0.014 gini = 0.463 samples = 44 value = [16, 28] class = no default 5445->5447 5448 n_non_stop_unique_tokens <= 0.849 gini = 0.208 samples = 17 value = [2, 15] class = no default 5447->5448 5453 LDA_00 <= 0.05 gini = 0.499 samples = 27 value = [14, 13] class = default 5447->5453 5449 kw_min_max <= 5600.0 gini = 0.117 samples = 16 value = [1, 15] class = no default 5448->5449 5452 gini = 0.0 samples = 1 value = [1, 0] class = default 5448->5452 5450 gini = 0.0 samples = 1 value = [1, 0] class = default 5449->5450 5451 gini = 0.0 samples = 15 value = [0, 15] class = no default 5449->5451 5454 kw_min_max <= 46200.0 gini = 0.355 samples = 13 value = [3, 10] class = no default 5453->5454 5459 n_tokens_content <= 675.0 gini = 0.337 samples = 14 value = [11, 3] class = default 5453->5459 5455 weekday_is_thursday <= 0.5 gini = 0.165 samples = 11 value = [1, 10] class = no default 5454->5455 5458 gini = 0.0 samples = 2 value = [2, 0] class = default 5454->5458 5456 gini = 0.0 samples = 10 value = [0, 10] class = no default 5455->5456 5457 gini = 0.0 samples = 1 value = [1, 0] class = default 5455->5457 5460 gini = 0.0 samples = 10 value = [10, 0] class = default 5459->5460 5461 global_sentiment_polarity <= 0.068 gini = 0.375 samples = 4 value = [1, 3] class = no default 5459->5461 5462 gini = 0.0 samples = 1 value = [1, 0] class = default 5461->5462 5463 gini = 0.0 samples = 3 value = [0, 3] class = no default 5461->5463 5465 n_unique_tokens <= 0.671 gini = 0.436 samples = 81 value = [26, 55] class = no default 5464->5465 5502 rate_negative_words <= 0.371 gini = 0.184 samples = 39 value = [4, 35] class = no default 5464->5502 5466 kw_max_min <= 534.5 gini = 0.394 samples = 74 value = [20, 54] class = no default 5465->5466 5499 self_reference_min_shares <= 1400.0 gini = 0.245 samples = 7 value = [6, 1] class = default 5465->5499 5467 kw_avg_min <= 29.807 gini = 0.254 samples = 47 value = [7, 40] class = no default 5466->5467 5486 LDA_02 <= 0.023 gini = 0.499 samples = 27 value = [13, 14] class = no default 5466->5486 5468 title_sentiment_polarity <= 0.318 gini = 0.48 samples = 5 value = [3, 2] class = default 5467->5468 5471 average_token_length <= 5.301 gini = 0.172 samples = 42 value = [4, 38] class = no default 5467->5471 5469 gini = 0.0 samples = 3 value = [3, 0] class = default 5468->5469 5470 gini = 0.0 samples = 2 value = [0, 2] class = no default 5468->5470 5472 n_tokens_content <= 767.0 gini = 0.136 samples = 41 value = [3, 38] class = no default 5471->5472 5485 gini = 0.0 samples = 1 value = [1, 0] class = default 5471->5485 5473 global_subjectivity <= 0.6 gini = 0.097 samples = 39 value = [2, 37] class = no default 5472->5473 5482 min_positive_polarity <= 0.048 gini = 0.5 samples = 2 value = [1, 1] class = default 5472->5482 5474 kw_avg_max <= 581365.0 gini = 0.053 samples = 37 value = [1, 36] class = no default 5473->5474 5479 LDA_02 <= 0.029 gini = 0.5 samples = 2 value = [1, 1] class = default 5473->5479 5475 gini = 0.0 samples = 34 value = [0, 34] class = no default 5474->5475 5476 self_reference_avg_sharess <= 1735.833 gini = 0.444 samples = 3 value = [1, 2] class = no default 5474->5476 5477 gini = 0.0 samples = 1 value = [1, 0] class = default 5476->5477 5478 gini = 0.0 samples = 2 value = [0, 2] class = no default 5476->5478 5480 gini = 0.0 samples = 1 value = [1, 0] class = default 5479->5480 5481 gini = 0.0 samples = 1 value = [0, 1] class = no default 5479->5481 5483 gini = 0.0 samples = 1 value = [1, 0] class = default 5482->5483 5484 gini = 0.0 samples = 1 value = [0, 1] class = no default 5482->5484 5487 gini = 0.0 samples = 4 value = [4, 0] class = default 5486->5487 5488 LDA_01 <= 0.04 gini = 0.476 samples = 23 value = [9, 14] class = no default 5486->5488 5489 self_reference_avg_sharess <= 2714.5 gini = 0.36 samples = 17 value = [4, 13] class = no default 5488->5489 5496 kw_max_avg <= 4838.04 gini = 0.278 samples = 6 value = [5, 1] class = default 5488->5496 5490 LDA_01 <= 0.02 gini = 0.231 samples = 15 value = [2, 13] class = no default 5489->5490 5495 gini = 0.0 samples = 2 value = [2, 0] class = default 5489->5495 5491 gini = 0.0 samples = 1 value = [1, 0] class = default 5490->5491 5492 rate_positive_words <= 0.901 gini = 0.133 samples = 14 value = [1, 13] class = no default 5490->5492 5493 gini = 0.0 samples = 13 value = [0, 13] class = no default 5492->5493 5494 gini = 0.0 samples = 1 value = [1, 0] class = default 5492->5494 5497 gini = 0.0 samples = 5 value = [5, 0] class = default 5496->5497 5498 gini = 0.0 samples = 1 value = [0, 1] class = no default 5496->5498 5500 gini = 0.0 samples = 6 value = [6, 0] class = default 5499->5500 5501 gini = 0.0 samples = 1 value = [0, 1] class = no default 5499->5501 5503 kw_min_avg <= 3299.166 gini = 0.105 samples = 36 value = [2, 34] class = no default 5502->5503 5512 min_positive_polarity <= 0.23 gini = 0.444 samples = 3 value = [2, 1] class = default 5502->5512 5504 data_channel_is_lifestyle <= 0.5 gini = 0.057 samples = 34 value = [1, 33] class = no default 5503->5504 5509 timedelta <= 438.5 gini = 0.5 samples = 2 value = [1, 1] class = default 5503->5509 5505 gini = 0.0 samples = 31 value = [0, 31] class = no default 5504->5505 5506 kw_avg_avg <= 4259.927 gini = 0.444 samples = 3 value = [1, 2] class = no default 5504->5506 5507 gini = 0.0 samples = 1 value = [1, 0] class = default 5506->5507 5508 gini = 0.0 samples = 2 value = [0, 2] class = no default 5506->5508 5510 gini = 0.0 samples = 1 value = [1, 0] class = default 5509->5510 5511 gini = 0.0 samples = 1 value = [0, 1] class = no default 5509->5511 5513 gini = 0.0 samples = 2 value = [2, 0] class = default 5512->5513 5514 gini = 0.0 samples = 1 value = [0, 1] class = no default 5512->5514 5516 max_positive_polarity <= 0.7 gini = 0.291 samples = 17 value = [14, 3] class = default 5515->5516 5521 gini = 0.0 samples = 3 value = [0, 3] class = no default 5515->5521 5517 LDA_01 <= 0.371 gini = 0.375 samples = 4 value = [1, 3] class = no default 5516->5517 5520 gini = 0.0 samples = 13 value = [13, 0] class = default 5516->5520 5518 gini = 0.0 samples = 3 value = [0, 3] class = no default 5517->5518 5519 gini = 0.0 samples = 1 value = [1, 0] class = default 5517->5519 5523 min_positive_polarity <= 0.268 gini = 0.074 samples = 26 value = [25, 1] class = default 5522->5523 5528 n_non_stop_unique_tokens <= 0.801 gini = 0.491 samples = 23 value = [13, 10] class = default 5522->5528 5524 gini = 0.0 samples = 24 value = [24, 0] class = default 5523->5524 5525 n_non_stop_unique_tokens <= 0.856 gini = 0.5 samples = 2 value = [1, 1] class = default 5523->5525 5526 gini = 0.0 samples = 1 value = [1, 0] class = default 5525->5526 5527 gini = 0.0 samples = 1 value = [0, 1] class = no default 5525->5527 5529 weekday_is_friday <= 0.5 gini = 0.401 samples = 18 value = [13, 5] class = default 5528->5529 5538 gini = 0.0 samples = 5 value = [0, 5] class = no default 5528->5538 5530 kw_avg_avg <= 3296.145 gini = 0.305 samples = 16 value = [13, 3] class = default 5529->5530 5537 gini = 0.0 samples = 2 value = [0, 2] class = no default 5529->5537 5531 weekday_is_wednesday <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 5530->5531 5534 global_sentiment_polarity <= 0.064 gini = 0.142 samples = 13 value = [12, 1] class = default 5530->5534 5532 gini = 0.0 samples = 2 value = [0, 2] class = no default 5531->5532 5533 gini = 0.0 samples = 1 value = [1, 0] class = default 5531->5533 5535 gini = 0.0 samples = 1 value = [0, 1] class = no default 5534->5535 5536 gini = 0.0 samples = 12 value = [12, 0] class = default 5534->5536 5540 min_positive_polarity <= 0.275 gini = 0.499 samples = 265 value = [126, 139] class = no default 5539->5540 5637 global_rate_negative_words <= 0.015 gini = 0.389 samples = 87 value = [23, 64] class = no default 5539->5637 5541 kw_avg_avg <= 3723.44 gini = 0.5 samples = 252 value = [125, 127] class = no default 5540->5541 5634 kw_max_max <= 766850.0 gini = 0.142 samples = 13 value = [1, 12] class = no default 5540->5634 5542 avg_positive_polarity <= 0.402 gini = 0.493 samples = 170 value = [95, 75] class = default 5541->5542 5603 avg_negative_polarity <= -0.254 gini = 0.464 samples = 82 value = [30, 52] class = no default 5541->5603 5543 global_rate_positive_words <= 0.014 gini = 0.5 samples = 133 value = [66, 67] class = no default 5542->5543 5590 self_reference_max_shares <= 80050.0 gini = 0.339 samples = 37 value = [29, 8] class = default 5542->5590 5544 gini = 0.0 samples = 8 value = [8, 0] class = default 5543->5544 5545 num_keywords <= 4.5 gini = 0.497 samples = 125 value = [58, 67] class = no default 5543->5545 5546 avg_positive_polarity <= 0.377 gini = 0.291 samples = 17 value = [14, 3] class = default 5545->5546 5551 timedelta <= 558.0 gini = 0.483 samples = 108 value = [44, 64] class = no default 5545->5551 5547 gini = 0.0 samples = 13 value = [13, 0] class = default 5546->5547 5548 n_tokens_title <= 7.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 5546->5548 5549 gini = 0.0 samples = 1 value = [1, 0] class = default 5548->5549 5550 gini = 0.0 samples = 3 value = [0, 3] class = no default 5548->5550 5552 self_reference_min_shares <= 1450.0 gini = 0.466 samples = 100 value = [37, 63] class = no default 5551->5552 5587 num_videos <= 11.0 gini = 0.219 samples = 8 value = [7, 1] class = default 5551->5587 5553 n_tokens_content <= 353.0 gini = 0.43 samples = 83 value = [26, 57] class = no default 5552->5553 5580 average_token_length <= 4.703 gini = 0.457 samples = 17 value = [11, 6] class = default 5552->5580 5554 title_sentiment_polarity <= 0.9 gini = 0.368 samples = 70 value = [17, 53] class = no default 5553->5554 5575 abs_title_subjectivity <= 0.354 gini = 0.426 samples = 13 value = [9, 4] class = default 5553->5575 5555 title_sentiment_polarity <= -0.05 gini = 0.331 samples = 67 value = [14, 53] class = no default 5554->5555 5574 gini = 0.0 samples = 3 value = [3, 0] class = default 5554->5574 5556 LDA_03 <= 0.04 gini = 0.444 samples = 6 value = [4, 2] class = default 5555->5556 5559 min_negative_polarity <= -0.306 gini = 0.274 samples = 61 value = [10, 51] class = no default 5555->5559 5557 gini = 0.0 samples = 4 value = [4, 0] class = default 5556->5557 5558 gini = 0.0 samples = 2 value = [0, 2] class = no default 5556->5558 5560 kw_avg_avg <= 2842.891 gini = 0.062 samples = 31 value = [1, 30] class = no default 5559->5560 5565 timedelta <= 294.5 gini = 0.42 samples = 30 value = [9, 21] class = no default 5559->5565 5561 n_tokens_title <= 10.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 5560->5561 5564 gini = 0.0 samples = 28 value = [0, 28] class = no default 5560->5564 5562 gini = 0.0 samples = 2 value = [0, 2] class = no default 5561->5562 5563 gini = 0.0 samples = 1 value = [1, 0] class = default 5561->5563 5566 global_rate_negative_words <= 0.011 gini = 0.498 samples = 15 value = [8, 7] class = default 5565->5566 5571 global_subjectivity <= 0.337 gini = 0.124 samples = 15 value = [1, 14] class = no default 5565->5571 5567 avg_positive_polarity <= 0.357 gini = 0.346 samples = 9 value = [2, 7] class = no default 5566->5567 5570 gini = 0.0 samples = 6 value = [6, 0] class = default 5566->5570 5568 gini = 0.0 samples = 7 value = [0, 7] class = no default 5567->5568 5569 gini = 0.0 samples = 2 value = [2, 0] class = default 5567->5569 5572 gini = 0.0 samples = 1 value = [1, 0] class = default 5571->5572 5573 gini = 0.0 samples = 14 value = [0, 14] class = no default 5571->5573 5576 rate_positive_words <= 0.767 gini = 0.444 samples = 6 value = [2, 4] class = no default 5575->5576 5579 gini = 0.0 samples = 7 value = [7, 0] class = default 5575->5579 5577 gini = 0.0 samples = 4 value = [0, 4] class = no default 5576->5577 5578 gini = 0.0 samples = 2 value = [2, 0] class = default 5576->5578 5581 title_sentiment_polarity <= 0.511 gini = 0.165 samples = 11 value = [10, 1] class = default 5580->5581 5584 abs_title_subjectivity <= 0.143 gini = 0.278 samples = 6 value = [1, 5] class = no default 5580->5584 5582 gini = 0.0 samples = 10 value = [10, 0] class = default 5581->5582 5583 gini = 0.0 samples = 1 value = [0, 1] class = no default 5581->5583 5585 gini = 0.0 samples = 1 value = [1, 0] class = default 5584->5585 5586 gini = 0.0 samples = 5 value = [0, 5] class = no default 5584->5586 5588 gini = 0.0 samples = 7 value = [7, 0] class = default 5587->5588 5589 gini = 0.0 samples = 1 value = [0, 1] class = no default 5587->5589 5591 LDA_03 <= 0.368 gini = 0.284 samples = 35 value = [29, 6] class = default 5590->5591 5602 gini = 0.0 samples = 2 value = [0, 2] class = no default 5590->5602 5592 LDA_01 <= 0.02 gini = 0.137 samples = 27 value = [25, 2] class = default 5591->5592 5597 average_token_length <= 4.763 gini = 0.5 samples = 8 value = [4, 4] class = default 5591->5597 5593 gini = 0.0 samples = 1 value = [0, 1] class = no default 5592->5593 5594 num_videos <= 4.0 gini = 0.074 samples = 26 value = [25, 1] class = default 5592->5594 5595 gini = 0.0 samples = 25 value = [25, 0] class = default 5594->5595 5596 gini = 0.0 samples = 1 value = [0, 1] class = no default 5594->5596 5598 gini = 0.0 samples = 3 value = [3, 0] class = default 5597->5598 5599 global_rate_negative_words <= 0.028 gini = 0.32 samples = 5 value = [1, 4] class = no default 5597->5599 5600 gini = 0.0 samples = 4 value = [0, 4] class = no default 5599->5600 5601 gini = 0.0 samples = 1 value = [1, 0] class = default 5599->5601 5604 min_negative_polarity <= -0.707 gini = 0.488 samples = 38 value = [22, 16] class = default 5603->5604 5619 title_sentiment_polarity <= 0.325 gini = 0.298 samples = 44 value = [8, 36] class = no default 5603->5619 5605 global_subjectivity <= 0.591 gini = 0.32 samples = 10 value = [2, 8] class = no default 5604->5605 5608 kw_avg_avg <= 3931.636 gini = 0.408 samples = 28 value = [20, 8] class = default 5604->5608 5606 gini = 0.0 samples = 8 value = [0, 8] class = no default 5605->5606 5607 gini = 0.0 samples = 2 value = [2, 0] class = default 5605->5607 5609 gini = 0.0 samples = 3 value = [0, 3] class = no default 5608->5609 5610 global_rate_positive_words <= 0.055 gini = 0.32 samples = 25 value = [20, 5] class = default 5608->5610 5611 kw_avg_avg <= 5622.016 gini = 0.172 samples = 21 value = [19, 2] class = default 5610->5611 5616 LDA_02 <= 0.024 gini = 0.375 samples = 4 value = [1, 3] class = no default 5610->5616 5612 gini = 0.0 samples = 18 value = [18, 0] class = default 5611->5612 5613 n_tokens_content <= 225.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 5611->5613 5614 gini = 0.0 samples = 1 value = [1, 0] class = default 5613->5614 5615 gini = 0.0 samples = 2 value = [0, 2] class = no default 5613->5615 5617 gini = 0.0 samples = 1 value = [1, 0] class = default 5616->5617 5618 gini = 0.0 samples = 3 value = [0, 3] class = no default 5616->5618 5620 global_rate_negative_words <= 0.039 gini = 0.149 samples = 37 value = [3, 34] class = no default 5619->5620 5631 average_token_length <= 4.827 gini = 0.408 samples = 7 value = [5, 2] class = default 5619->5631 5621 kw_max_avg <= 4865.207 gini = 0.105 samples = 36 value = [2, 34] class = no default 5620->5621 5630 gini = 0.0 samples = 1 value = [1, 0] class = default 5620->5630 5622 min_negative_polarity <= -0.25 gini = 0.5 samples = 2 value = [1, 1] class = default 5621->5622 5625 LDA_00 <= 0.022 gini = 0.057 samples = 34 value = [1, 33] class = no default 5621->5625 5623 gini = 0.0 samples = 1 value = [0, 1] class = no default 5622->5623 5624 gini = 0.0 samples = 1 value = [1, 0] class = default 5622->5624 5626 num_imgs <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 5625->5626 5629 gini = 0.0 samples = 31 value = [0, 31] class = no default 5625->5629 5627 gini = 0.0 samples = 1 value = [1, 0] class = default 5626->5627 5628 gini = 0.0 samples = 2 value = [0, 2] class = no default 5626->5628 5632 gini = 0.0 samples = 5 value = [5, 0] class = default 5631->5632 5633 gini = 0.0 samples = 2 value = [0, 2] class = no default 5631->5633 5635 gini = 0.0 samples = 1 value = [1, 0] class = default 5634->5635 5636 gini = 0.0 samples = 12 value = [0, 12] class = no default 5634->5636 5638 global_rate_negative_words <= 0.014 gini = 0.498 samples = 32 value = [15, 17] class = no default 5637->5638 5651 kw_max_avg <= 12166.667 gini = 0.249 samples = 55 value = [8, 47] class = no default 5637->5651 5639 kw_min_avg <= 1492.239 gini = 0.466 samples = 27 value = [10, 17] class = no default 5638->5639 5650 gini = 0.0 samples = 5 value = [5, 0] class = default 5638->5650 5640 global_rate_positive_words <= 0.04 gini = 0.463 samples = 11 value = [7, 4] class = default 5639->5640 5645 LDA_03 <= 0.021 gini = 0.305 samples = 16 value = [3, 13] class = no default 5639->5645 5641 global_rate_positive_words <= 0.022 gini = 0.32 samples = 5 value = [1, 4] class = no default 5640->5641 5644 gini = 0.0 samples = 6 value = [6, 0] class = default 5640->5644 5642 gini = 0.0 samples = 1 value = [1, 0] class = default 5641->5642 5643 gini = 0.0 samples = 4 value = [0, 4] class = no default 5641->5643 5646 gini = 0.0 samples = 2 value = [2, 0] class = default 5645->5646 5647 avg_negative_polarity <= -0.441 gini = 0.133 samples = 14 value = [1, 13] class = no default 5645->5647 5648 gini = 0.0 samples = 1 value = [1, 0] class = default 5647->5648 5649 gini = 0.0 samples = 13 value = [0, 13] class = no default 5647->5649 5652 LDA_03 <= 0.022 gini = 0.177 samples = 51 value = [5, 46] class = no default 5651->5652 5661 max_negative_polarity <= -0.086 gini = 0.375 samples = 4 value = [3, 1] class = default 5651->5661 5653 LDA_02 <= 0.704 gini = 0.375 samples = 4 value = [3, 1] class = default 5652->5653 5656 avg_negative_polarity <= -0.383 gini = 0.081 samples = 47 value = [2, 45] class = no default 5652->5656 5654 gini = 0.0 samples = 3 value = [3, 0] class = default 5653->5654 5655 gini = 0.0 samples = 1 value = [0, 1] class = no default 5653->5655 5657 kw_max_avg <= 7026.445 gini = 0.375 samples = 8 value = [2, 6] class = no default 5656->5657 5660 gini = 0.0 samples = 39 value = [0, 39] class = no default 5656->5660 5658 gini = 0.0 samples = 2 value = [2, 0] class = default 5657->5658 5659 gini = 0.0 samples = 6 value = [0, 6] class = no default 5657->5659 5662 gini = 0.0 samples = 1 value = [0, 1] class = no default 5661->5662 5663 gini = 0.0 samples = 3 value = [3, 0] class = default 5661->5663 5665 self_reference_max_shares <= 36700.0 gini = 0.498 samples = 420 value = [198, 222] class = no default 5664->5665 5818 min_positive_polarity <= 0.362 gini = 0.449 samples = 405 value = [138, 267] class = no default 5664->5818 5666 LDA_03 <= 0.819 gini = 0.5 samples = 391 value = [194, 197] class = no default 5665->5666 5811 n_tokens_title <= 12.5 gini = 0.238 samples = 29 value = [4, 25] class = no default 5665->5811 5667 LDA_02 <= 0.02 gini = 0.498 samples = 330 value = [175, 155] class = default 5666->5667 5786 global_subjectivity <= 0.384 gini = 0.429 samples = 61 value = [19, 42] class = no default 5666->5786 5668 n_unique_tokens <= 0.585 gini = 0.198 samples = 18 value = [16, 2] class = default 5667->5668 5671 kw_avg_max <= 250643.055 gini = 0.5 samples = 312 value = [159, 153] class = default 5667->5671 5669 gini = 0.0 samples = 16 value = [16, 0] class = default 5668->5669 5670 gini = 0.0 samples = 2 value = [0, 2] class = no default 5668->5670 5672 kw_min_max <= 4950.0 gini = 0.444 samples = 54 value = [18, 36] class = no default 5671->5672 5693 kw_max_avg <= 5343.843 gini = 0.496 samples = 258 value = [141, 117] class = default 5671->5693 5673 kw_max_min <= 626.5 gini = 0.498 samples = 34 value = [16, 18] class = no default 5672->5673 5688 avg_negative_polarity <= -0.062 gini = 0.18 samples = 20 value = [2, 18] class = no default 5672->5688 5674 gini = 0.0 samples = 7 value = [0, 7] class = no default 5673->5674 5675 n_tokens_title <= 7.5 gini = 0.483 samples = 27 value = [16, 11] class = default 5673->5675 5676 gini = 0.0 samples = 3 value = [0, 3] class = no default 5675->5676 5677 kw_avg_max <= 215545.555 gini = 0.444 samples = 24 value = [16, 8] class = default 5675->5677 5678 n_tokens_content <= 284.5 gini = 0.245 samples = 14 value = [12, 2] class = default 5677->5678 5683 LDA_00 <= 0.246 gini = 0.48 samples = 10 value = [4, 6] class = no default 5677->5683 5679 gini = 0.0 samples = 1 value = [0, 1] class = no default 5678->5679 5680 n_tokens_content <= 791.5 gini = 0.142 samples = 13 value = [12, 1] class = default 5678->5680 5681 gini = 0.0 samples = 12 value = [12, 0] class = default 5680->5681 5682 gini = 0.0 samples = 1 value = [0, 1] class = no default 5680->5682 5684 n_tokens_content <= 306.0 gini = 0.245 samples = 7 value = [1, 6] class = no default 5683->5684 5687 gini = 0.0 samples = 3 value = [3, 0] class = default 5683->5687 5685 gini = 0.0 samples = 1 value = [1, 0] class = default 5684->5685 5686 gini = 0.0 samples = 6 value = [0, 6] class = no default 5684->5686 5689 LDA_02 <= 0.021 gini = 0.1 samples = 19 value = [1, 18] class = no default 5688->5689 5692 gini = 0.0 samples = 1 value = [1, 0] class = default 5688->5692 5690 gini = 0.0 samples = 1 value = [1, 0] class = default 5689->5690 5691 gini = 0.0 samples = 18 value = [0, 18] class = no default 5689->5691 5694 kw_avg_max <= 288950.0 gini = 0.437 samples = 87 value = [59, 28] class = default 5693->5694 5725 kw_max_avg <= 5609.955 gini = 0.499 samples = 171 value = [82, 89] class = no default 5693->5725 5695 gini = 0.0 samples = 16 value = [16, 0] class = default 5694->5695 5696 LDA_00 <= 0.55 gini = 0.478 samples = 71 value = [43, 28] class = default 5694->5696 5697 self_reference_min_shares <= 923.0 gini = 0.5 samples = 49 value = [24, 25] class = no default 5696->5697 5716 kw_min_avg <= 550.0 gini = 0.236 samples = 22 value = [19, 3] class = default 5696->5716 5698 global_rate_negative_words <= 0.013 gini = 0.467 samples = 35 value = [13, 22] class = no default 5697->5698 5711 kw_avg_max <= 348316.672 gini = 0.337 samples = 14 value = [11, 3] class = default 5697->5711 5699 LDA_02 <= 0.712 gini = 0.266 samples = 19 value = [3, 16] class = no default 5698->5699 5704 global_rate_negative_words <= 0.025 gini = 0.469 samples = 16 value = [10, 6] class = default 5698->5704 5700 n_tokens_content <= 728.5 gini = 0.111 samples = 17 value = [1, 16] class = no default 5699->5700 5703 gini = 0.0 samples = 2 value = [2, 0] class = default 5699->5703 5701 gini = 0.0 samples = 16 value = [0, 16] class = no default 5700->5701 5702 gini = 0.0 samples = 1 value = [1, 0] class = default 5700->5702 5705 kw_max_min <= 83.5 gini = 0.355 samples = 13 value = [10, 3] class = default 5704->5705 5710 gini = 0.0 samples = 3 value = [0, 3] class = no default 5704->5710 5706 title_sentiment_polarity <= 0.284 gini = 0.48 samples = 5 value = [2, 3] class = no default 5705->5706 5709 gini = 0.0 samples = 8 value = [8, 0] class = default 5705->5709 5707 gini = 0.0 samples = 3 value = [0, 3] class = no default 5706->5707 5708 gini = 0.0 samples = 2 value = [2, 0] class = default 5706->5708 5712 self_reference_max_shares <= 3900.0 gini = 0.5 samples = 6 value = [3, 3] class = default 5711->5712 5715 gini = 0.0 samples = 8 value = [8, 0] class = default 5711->5715 5713 gini = 0.0 samples = 3 value = [0, 3] class = no default 5712->5713 5714 gini = 0.0 samples = 3 value = [3, 0] class = default 5712->5714 5717 gini = 0.0 samples = 1 value = [0, 1] class = no default 5716->5717 5718 num_self_hrefs <= 10.5 gini = 0.172 samples = 21 value = [19, 2] class = default 5716->5718 5719 timedelta <= 337.5 gini = 0.095 samples = 20 value = [19, 1] class = default 5718->5719 5724 gini = 0.0 samples = 1 value = [0, 1] class = no default 5718->5724 5720 gini = 0.0 samples = 18 value = [18, 0] class = default 5719->5720 5721 kw_avg_min <= 128.949 gini = 0.5 samples = 2 value = [1, 1] class = default 5719->5721 5722 gini = 0.0 samples = 1 value = [1, 0] class = default 5721->5722 5723 gini = 0.0 samples = 1 value = [0, 1] class = no default 5721->5723 5726 gini = 0.0 samples = 12 value = [0, 12] class = no default 5725->5726 5727 LDA_03 <= 0.699 gini = 0.5 samples = 159 value = [82, 77] class = default 5725->5727 5728 kw_min_avg <= 2546.45 gini = 0.496 samples = 119 value = [54, 65] class = no default 5727->5728 5771 self_reference_min_shares <= 986.5 gini = 0.42 samples = 40 value = [28, 12] class = default 5727->5771 5729 n_unique_tokens <= 0.515 gini = 0.5 samples = 95 value = [49, 46] class = default 5728->5729 5764 kw_min_min <= 1.5 gini = 0.33 samples = 24 value = [5, 19] class = no default 5728->5764 5730 kw_min_avg <= 2183.096 gini = 0.26 samples = 13 value = [2, 11] class = no default 5729->5730 5733 title_sentiment_polarity <= 0.309 gini = 0.489 samples = 82 value = [47, 35] class = default 5729->5733 5731 gini = 0.0 samples = 11 value = [0, 11] class = no default 5730->5731 5732 gini = 0.0 samples = 2 value = [2, 0] class = default 5730->5732 5734 min_positive_polarity <= 0.042 gini = 0.457 samples = 68 value = [44, 24] class = default 5733->5734 5759 kw_avg_max <= 460611.109 gini = 0.337 samples = 14 value = [3, 11] class = no default 5733->5759 5735 kw_avg_min <= 58.111 gini = 0.278 samples = 6 value = [1, 5] class = no default 5734->5735 5738 LDA_03 <= 0.642 gini = 0.425 samples = 62 value = [43, 19] class = default 5734->5738 5736 gini = 0.0 samples = 1 value = [1, 0] class = default 5735->5736 5737 gini = 0.0 samples = 5 value = [0, 5] class = no default 5735->5737 5739 global_subjectivity <= 0.581 gini = 0.361 samples = 55 value = [42, 13] class = default 5738->5739 5756 n_tokens_title <= 16.5 gini = 0.245 samples = 7 value = [1, 6] class = no default 5738->5756 5740 global_sentiment_polarity <= 0.041 gini = 0.295 samples = 50 value = [41, 9] class = default 5739->5740 5753 kw_avg_avg <= 3591.052 gini = 0.32 samples = 5 value = [1, 4] class = no default 5739->5753 5741 LDA_02 <= 0.033 gini = 0.496 samples = 11 value = [6, 5] class = default 5740->5741 5746 self_reference_max_shares <= 21300.0 gini = 0.184 samples = 39 value = [35, 4] class = default 5740->5746 5742 gini = 0.0 samples = 4 value = [0, 4] class = no default 5741->5742 5743 kw_avg_avg <= 3316.107 gini = 0.245 samples = 7 value = [6, 1] class = default 5741->5743 5744 gini = 0.0 samples = 1 value = [0, 1] class = no default 5743->5744 5745 gini = 0.0 samples = 6 value = [6, 0] class = default 5743->5745 5747 timedelta <= 364.5 gini = 0.102 samples = 37 value = [35, 2] class = default 5746->5747 5752 gini = 0.0 samples = 2 value = [0, 2] class = no default 5746->5752 5748 gini = 0.0 samples = 32 value = [32, 0] class = default 5747->5748 5749 LDA_02 <= 0.074 gini = 0.48 samples = 5 value = [3, 2] class = default 5747->5749 5750 gini = 0.0 samples = 3 value = [3, 0] class = default 5749->5750 5751 gini = 0.0 samples = 2 value = [0, 2] class = no default 5749->5751 5754 gini = 0.0 samples = 1 value = [1, 0] class = default 5753->5754 5755 gini = 0.0 samples = 4 value = [0, 4] class = no default 5753->5755 5757 gini = 0.0 samples = 6 value = [0, 6] class = no default 5756->5757 5758 gini = 0.0 samples = 1 value = [1, 0] class = default 5756->5758 5760 kw_avg_max <= 256076.984 gini = 0.153 samples = 12 value = [1, 11] class = no default 5759->5760 5763 gini = 0.0 samples = 2 value = [2, 0] class = default 5759->5763 5761 gini = 0.0 samples = 1 value = [1, 0] class = default 5760->5761 5762 gini = 0.0 samples = 11 value = [0, 11] class = no default 5760->5762 5765 timedelta <= 202.0 gini = 0.236 samples = 22 value = [3, 19] class = no default 5764->5765 5770 gini = 0.0 samples = 2 value = [2, 0] class = default 5764->5770 5766 global_sentiment_polarity <= 0.138 gini = 0.5 samples = 6 value = [3, 3] class = default 5765->5766 5769 gini = 0.0 samples = 16 value = [0, 16] class = no default 5765->5769 5767 gini = 0.0 samples = 3 value = [3, 0] class = default 5766->5767 5768 gini = 0.0 samples = 3 value = [0, 3] class = no default 5766->5768 5772 kw_avg_max <= 282992.859 gini = 0.32 samples = 35 value = [28, 7] class = default 5771->5772 5785 gini = 0.0 samples = 5 value = [0, 5] class = no default 5771->5785 5773 kw_max_avg <= 6487.507 gini = 0.375 samples = 4 value = [1, 3] class = no default 5772->5773 5776 n_tokens_content <= 181.5 gini = 0.225 samples = 31 value = [27, 4] class = default 5772->5776 5774 gini = 0.0 samples = 1 value = [1, 0] class = default 5773->5774 5775 gini = 0.0 samples = 3 value = [0, 3] class = no default 5773->5775 5777 kw_avg_avg <= 4666.982 gini = 0.444 samples = 3 value = [1, 2] class = no default 5776->5777 5780 n_non_stop_unique_tokens <= 0.571 gini = 0.133 samples = 28 value = [26, 2] class = default 5776->5780 5778 gini = 0.0 samples = 1 value = [1, 0] class = default 5777->5778 5779 gini = 0.0 samples = 2 value = [0, 2] class = no default 5777->5779 5781 gini = 0.0 samples = 1 value = [0, 1] class = no default 5780->5781 5782 num_keywords <= 3.5 gini = 0.071 samples = 27 value = [26, 1] class = default 5780->5782 5783 gini = 0.0 samples = 1 value = [0, 1] class = no default 5782->5783 5784 gini = 0.0 samples = 26 value = [26, 0] class = default 5782->5784 5787 gini = 0.0 samples = 4 value = [4, 0] class = default 5786->5787 5788 kw_avg_max <= 433568.75 gini = 0.388 samples = 57 value = [15, 42] class = no default 5786->5788 5789 LDA_03 <= 0.92 gini = 0.283 samples = 41 value = [7, 34] class = no default 5788->5789 5804 num_self_hrefs <= 2.5 gini = 0.5 samples = 16 value = [8, 8] class = default 5788->5804 5790 timedelta <= 554.5 gini = 0.193 samples = 37 value = [4, 33] class = no default 5789->5790 5801 rate_positive_words <= 0.682 gini = 0.375 samples = 4 value = [3, 1] class = default 5789->5801 5791 min_positive_polarity <= 0.056 gini = 0.153 samples = 36 value = [3, 33] class = no default 5790->5791 5800 gini = 0.0 samples = 1 value = [1, 0] class = default 5790->5800 5792 LDA_00 <= 0.026 gini = 0.48 samples = 5 value = [2, 3] class = no default 5791->5792 5795 num_imgs <= 3.5 gini = 0.062 samples = 31 value = [1, 30] class = no default 5791->5795 5793 gini = 0.0 samples = 2 value = [2, 0] class = default 5792->5793 5794 gini = 0.0 samples = 3 value = [0, 3] class = no default 5792->5794 5796 max_positive_polarity <= 0.65 gini = 0.5 samples = 2 value = [1, 1] class = default 5795->5796 5799 gini = 0.0 samples = 29 value = [0, 29] class = no default 5795->5799 5797 gini = 0.0 samples = 1 value = [1, 0] class = default 5796->5797 5798 gini = 0.0 samples = 1 value = [0, 1] class = no default 5796->5798 5802 gini = 0.0 samples = 1 value = [0, 1] class = no default 5801->5802 5803 gini = 0.0 samples = 3 value = [3, 0] class = default 5801->5803 5805 gini = 0.0 samples = 5 value = [0, 5] class = no default 5804->5805 5806 avg_positive_polarity <= 0.374 gini = 0.397 samples = 11 value = [8, 3] class = default 5804->5806 5807 LDA_00 <= 0.029 gini = 0.375 samples = 4 value = [1, 3] class = no default 5806->5807 5810 gini = 0.0 samples = 7 value = [7, 0] class = default 5806->5810 5808 gini = 0.0 samples = 1 value = [1, 0] class = default 5807->5808 5809 gini = 0.0 samples = 3 value = [0, 3] class = no default 5807->5809 5812 LDA_02 <= 0.02 gini = 0.08 samples = 24 value = [1, 23] class = no default 5811->5812 5815 self_reference_max_shares <= 60700.0 gini = 0.48 samples = 5 value = [3, 2] class = default 5811->5815 5813 gini = 0.0 samples = 1 value = [1, 0] class = default 5812->5813 5814 gini = 0.0 samples = 23 value = [0, 23] class = no default 5812->5814 5816 gini = 0.0 samples = 2 value = [0, 2] class = no default 5815->5816 5817 gini = 0.0 samples = 3 value = [3, 0] class = default 5815->5817 5819 num_keywords <= 6.5 gini = 0.439 samples = 393 value = [128, 265] class = no default 5818->5819 5950 global_sentiment_polarity <= -0.141 gini = 0.278 samples = 12 value = [10, 2] class = default 5818->5950 5820 LDA_00 <= 0.839 gini = 0.493 samples = 132 value = [58, 74] class = no default 5819->5820 5871 timedelta <= 307.5 gini = 0.393 samples = 261 value = [70, 191] class = no default 5819->5871 5821 avg_negative_polarity <= -0.198 gini = 0.5 samples = 119 value = [58, 61] class = no default 5820->5821 5870 gini = 0.0 samples = 13 value = [0, 13] class = no default 5820->5870 5822 kw_max_avg <= 6536.87 gini = 0.492 samples = 87 value = [49, 38] class = default 5821->5822 5857 global_rate_positive_words <= 0.019 gini = 0.404 samples = 32 value = [9, 23] class = no default 5821->5857 5823 weekday_is_friday <= 0.5 gini = 0.422 samples = 53 value = [37, 16] class = default 5822->5823 5842 global_sentiment_polarity <= 0.127 gini = 0.457 samples = 34 value = [12, 22] class = no default 5822->5842 5824 kw_avg_max <= 204316.664 gini = 0.359 samples = 47 value = [36, 11] class = default 5823->5824 5839 avg_negative_polarity <= -0.351 gini = 0.278 samples = 6 value = [1, 5] class = no default 5823->5839 5825 gini = 0.0 samples = 2 value = [0, 2] class = no default 5824->5825 5826 kw_max_min <= 512.5 gini = 0.32 samples = 45 value = [36, 9] class = default 5824->5826 5827 global_rate_negative_words <= 0.007 gini = 0.087 samples = 22 value = [21, 1] class = default 5826->5827 5830 kw_max_min <= 544.5 gini = 0.454 samples = 23 value = [15, 8] class = default 5826->5830 5828 gini = 0.0 samples = 1 value = [0, 1] class = no default 5827->5828 5829 gini = 0.0 samples = 21 value = [21, 0] class = default 5827->5829 5831 gini = 0.0 samples = 3 value = [0, 3] class = no default 5830->5831 5832 rate_positive_words <= 0.721 gini = 0.375 samples = 20 value = [15, 5] class = default 5830->5832 5833 n_tokens_title <= 10.5 gini = 0.496 samples = 11 value = [6, 5] class = default 5832->5833 5838 gini = 0.0 samples = 9 value = [9, 0] class = default 5832->5838 5834 gini = 0.0 samples = 4 value = [4, 0] class = default 5833->5834 5835 global_sentiment_polarity <= 0.068 gini = 0.408 samples = 7 value = [2, 5] class = no default 5833->5835 5836 gini = 0.0 samples = 2 value = [2, 0] class = default 5835->5836 5837 gini = 0.0 samples = 5 value = [0, 5] class = no default 5835->5837 5840 gini = 0.0 samples = 1 value = [1, 0] class = default 5839->5840 5841 gini = 0.0 samples = 5 value = [0, 5] class = no default 5839->5841 5843 kw_max_avg <= 6763.064 gini = 0.255 samples = 20 value = [3, 17] class = no default 5842->5843 5850 n_tokens_title <= 10.5 gini = 0.459 samples = 14 value = [9, 5] class = default 5842->5850 5844 abs_title_sentiment_polarity <= 0.15 gini = 0.444 samples = 3 value = [2, 1] class = default 5843->5844 5847 LDA_03 <= 0.867 gini = 0.111 samples = 17 value = [1, 16] class = no default 5843->5847 5845 gini = 0.0 samples = 1 value = [0, 1] class = no default 5844->5845 5846 gini = 0.0 samples = 2 value = [2, 0] class = default 5844->5846 5848 gini = 0.0 samples = 16 value = [0, 16] class = no default 5847->5848 5849 gini = 0.0 samples = 1 value = [1, 0] class = default 5847->5849 5851 LDA_01 <= 0.229 gini = 0.219 samples = 8 value = [7, 1] class = default 5850->5851 5854 global_rate_negative_words <= 0.022 gini = 0.444 samples = 6 value = [2, 4] class = no default 5850->5854 5852 gini = 0.0 samples = 7 value = [7, 0] class = default 5851->5852 5853 gini = 0.0 samples = 1 value = [0, 1] class = no default 5851->5853 5855 gini = 0.0 samples = 4 value = [0, 4] class = no default 5854->5855 5856 gini = 0.0 samples = 2 value = [2, 0] class = default 5854->5856 5858 gini = 0.0 samples = 4 value = [4, 0] class = default 5857->5858 5859 average_token_length <= 5.188 gini = 0.293 samples = 28 value = [5, 23] class = no default 5857->5859 5860 LDA_02 <= 0.331 gini = 0.153 samples = 24 value = [2, 22] class = no default 5859->5860 5867 title_subjectivity <= 0.95 gini = 0.375 samples = 4 value = [3, 1] class = default 5859->5867 5861 kw_avg_max <= 309915.0 gini = 0.083 samples = 23 value = [1, 22] class = no default 5860->5861 5866 gini = 0.0 samples = 1 value = [1, 0] class = default 5860->5866 5862 self_reference_max_shares <= 5800.0 gini = 0.5 samples = 2 value = [1, 1] class = default 5861->5862 5865 gini = 0.0 samples = 21 value = [0, 21] class = no default 5861->5865 5863 gini = 0.0 samples = 1 value = [0, 1] class = no default 5862->5863 5864 gini = 0.0 samples = 1 value = [1, 0] class = default 5862->5864 5868 gini = 0.0 samples = 3 value = [3, 0] class = default 5867->5868 5869 gini = 0.0 samples = 1 value = [0, 1] class = no default 5867->5869 5872 weekday_is_thursday <= 0.5 gini = 0.313 samples = 165 value = [32, 133] class = no default 5871->5872 5919 min_positive_polarity <= 0.148 gini = 0.478 samples = 96 value = [38, 58] class = no default 5871->5919 5873 global_subjectivity <= 0.336 gini = 0.229 samples = 129 value = [17, 112] class = no default 5872->5873 5904 kw_avg_min <= 214.121 gini = 0.486 samples = 36 value = [15, 21] class = no default 5872->5904 5874 avg_positive_polarity <= 0.156 gini = 0.444 samples = 6 value = [4, 2] class = default 5873->5874 5877 kw_avg_min <= 42.124 gini = 0.189 samples = 123 value = [13, 110] class = no default 5873->5877 5875 gini = 0.0 samples = 2 value = [0, 2] class = no default 5874->5875 5876 gini = 0.0 samples = 4 value = [4, 0] class = default 5874->5876 5878 gini = 0.0 samples = 1 value = [1, 0] class = default 5877->5878 5879 n_tokens_content <= 439.5 gini = 0.177 samples = 122 value = [12, 110] class = no default 5877->5879 5880 self_reference_max_shares <= 1150.0 gini = 0.088 samples = 87 value = [4, 83] class = no default 5879->5880 5889 n_non_stop_unique_tokens <= 0.778 gini = 0.353 samples = 35 value = [8, 27] class = no default 5879->5889 5881 gini = 0.0 samples = 1 value = [1, 0] class = default 5880->5881 5882 global_subjectivity <= 0.408 gini = 0.067 samples = 86 value = [3, 83] class = no default 5880->5882 5883 num_hrefs <= 13.5 gini = 0.42 samples = 10 value = [3, 7] class = no default 5882->5883 5888 gini = 0.0 samples = 76 value = [0, 76] class = no default 5882->5888 5884 n_unique_tokens <= 0.539 gini = 0.219 samples = 8 value = [1, 7] class = no default 5883->5884 5887 gini = 0.0 samples = 2 value = [2, 0] class = default 5883->5887 5885 gini = 0.0 samples = 1 value = [1, 0] class = default 5884->5885 5886 gini = 0.0 samples = 7 value = [0, 7] class = no default 5884->5886 5890 abs_title_subjectivity <= 0.048 gini = 0.298 samples = 33 value = [6, 27] class = no default 5889->5890 5903 gini = 0.0 samples = 2 value = [2, 0] class = default 5889->5903 5891 num_hrefs <= 25.5 gini = 0.444 samples = 3 value = [2, 1] class = default 5890->5891 5894 n_unique_tokens <= 0.501 gini = 0.231 samples = 30 value = [4, 26] class = no default 5890->5894 5892 gini = 0.0 samples = 2 value = [2, 0] class = default 5891->5892 5893 gini = 0.0 samples = 1 value = [0, 1] class = no default 5891->5893 5895 gini = 0.0 samples = 1 value = [1, 0] class = default 5894->5895 5896 max_negative_polarity <= -0.161 gini = 0.185 samples = 29 value = [3, 26] class = no default 5894->5896 5897 gini = 0.0 samples = 1 value = [1, 0] class = default 5896->5897 5898 kw_avg_avg <= 4725.091 gini = 0.133 samples = 28 value = [2, 26] class = no default 5896->5898 5899 gini = 0.0 samples = 23 value = [0, 23] class = no default 5898->5899 5900 average_token_length <= 4.662 gini = 0.48 samples = 5 value = [2, 3] class = no default 5898->5900 5901 gini = 0.0 samples = 2 value = [2, 0] class = default 5900->5901 5902 gini = 0.0 samples = 3 value = [0, 3] class = no default 5900->5902 5905 self_reference_max_shares <= 1450.0 gini = 0.391 samples = 15 value = [11, 4] class = default 5904->5905 5912 self_reference_max_shares <= 1350.0 gini = 0.308 samples = 21 value = [4, 17] class = no default 5904->5912 5906 n_non_stop_unique_tokens <= 0.531 gini = 0.375 samples = 4 value = [1, 3] class = no default 5905->5906 5909 global_sentiment_polarity <= -0.059 gini = 0.165 samples = 11 value = [10, 1] class = default 5905->5909 5907 gini = 0.0 samples = 1 value = [1, 0] class = default 5906->5907 5908 gini = 0.0 samples = 3 value = [0, 3] class = no default 5906->5908 5910 gini = 0.0 samples = 1 value = [0, 1] class = no default 5909->5910 5911 gini = 0.0 samples = 10 value = [10, 0] class = default 5909->5911 5913 gini = 0.0 samples = 2 value = [2, 0] class = default 5912->5913 5914 avg_positive_polarity <= 0.319 gini = 0.188 samples = 19 value = [2, 17] class = no default 5912->5914 5915 LDA_01 <= 0.024 gini = 0.444 samples = 3 value = [2, 1] class = default 5914->5915 5918 gini = 0.0 samples = 16 value = [0, 16] class = no default 5914->5918 5916 gini = 0.0 samples = 1 value = [0, 1] class = no default 5915->5916 5917 gini = 0.0 samples = 2 value = [2, 0] class = default 5915->5917 5920 data_channel_is_tech <= 0.5 gini = 0.498 samples = 79 value = [37, 42] class = no default 5919->5920 5947 avg_positive_polarity <= 0.636 gini = 0.111 samples = 17 value = [1, 16] class = no default 5919->5947 5921 average_token_length <= 4.521 gini = 0.497 samples = 67 value = [36, 31] class = default 5920->5921 5944 max_negative_polarity <= -0.004 gini = 0.153 samples = 12 value = [1, 11] class = no default 5920->5944 5922 timedelta <= 537.5 gini = 0.153 samples = 12 value = [11, 1] class = default 5921->5922 5925 kw_max_avg <= 8528.311 gini = 0.496 samples = 55 value = [25, 30] class = no default 5921->5925 5923 gini = 0.0 samples = 11 value = [11, 0] class = default 5922->5923 5924 gini = 0.0 samples = 1 value = [0, 1] class = no default 5922->5924 5926 kw_avg_avg <= 4034.847 gini = 0.383 samples = 31 value = [8, 23] class = no default 5925->5926 5935 kw_max_min <= 1450.0 gini = 0.413 samples = 24 value = [17, 7] class = default 5925->5935 5927 timedelta <= 507.5 gini = 0.49 samples = 14 value = [8, 6] class = default 5926->5927 5934 gini = 0.0 samples = 17 value = [0, 17] class = no default 5926->5934 5928 kw_avg_min <= 240.495 gini = 0.444 samples = 9 value = [3, 6] class = no default 5927->5928 5933 gini = 0.0 samples = 5 value = [5, 0] class = default 5927->5933 5929 gini = 0.0 samples = 5 value = [0, 5] class = no default 5928->5929 5930 self_reference_max_shares <= 1950.0 gini = 0.375 samples = 4 value = [3, 1] class = default 5928->5930 5931 gini = 0.0 samples = 1 value = [0, 1] class = no default 5930->5931 5932 gini = 0.0 samples = 3 value = [3, 0] class = default 5930->5932 5936 global_subjectivity <= 0.619 gini = 0.308 samples = 21 value = [17, 4] class = default 5935->5936 5943 gini = 0.0 samples = 3 value = [0, 3] class = no default 5935->5943 5937 min_negative_polarity <= -0.85 gini = 0.111 samples = 17 value = [16, 1] class = default 5936->5937 5940 avg_positive_polarity <= 0.403 gini = 0.375 samples = 4 value = [1, 3] class = no default 5936->5940 5938 gini = 0.0 samples = 1 value = [0, 1] class = no default 5937->5938 5939 gini = 0.0 samples = 16 value = [16, 0] class = default 5937->5939 5941 gini = 0.0 samples = 1 value = [1, 0] class = default 5940->5941 5942 gini = 0.0 samples = 3 value = [0, 3] class = no default 5940->5942 5945 gini = 0.0 samples = 11 value = [0, 11] class = no default 5944->5945 5946 gini = 0.0 samples = 1 value = [1, 0] class = default 5944->5946 5948 gini = 0.0 samples = 16 value = [0, 16] class = no default 5947->5948 5949 gini = 0.0 samples = 1 value = [1, 0] class = default 5947->5949 5951 gini = 0.0 samples = 2 value = [0, 2] class = no default 5950->5951 5952 gini = 0.0 samples = 10 value = [10, 0] class = default 5950->5952 5954 LDA_02 <= 0.821 gini = 0.376 samples = 239 value = [60, 179] class = no default 5953->5954 6033 abs_title_sentiment_polarity <= 0.263 gini = 0.484 samples = 268 value = [110, 158] class = no default 5953->6033 5955 n_tokens_content <= 79.5 gini = 0.356 samples = 229 value = [53, 176] class = no default 5954->5955 6028 global_rate_negative_words <= 0.021 gini = 0.42 samples = 10 value = [7, 3] class = default 5954->6028 5956 LDA_00 <= 0.03 gini = 0.492 samples = 16 value = [9, 7] class = default 5955->5956 5963 rate_negative_words <= 0.238 gini = 0.328 samples = 213 value = [44, 169] class = no default 5955->5963 5957 max_negative_polarity <= -0.296 gini = 0.346 samples = 9 value = [2, 7] class = no default 5956->5957 5962 gini = 0.0 samples = 7 value = [7, 0] class = default 5956->5962 5958 num_keywords <= 9.5 gini = 0.444 samples = 3 value = [2, 1] class = default 5957->5958 5961 gini = 0.0 samples = 6 value = [0, 6] class = no default 5957->5961 5959 gini = 0.0 samples = 2 value = [2, 0] class = default 5958->5959 5960 gini = 0.0 samples = 1 value = [0, 1] class = no default 5958->5960 5964 kw_max_avg <= 3944.944 gini = 0.421 samples = 93 value = [28, 65] class = no default 5963->5964 5993 global_sentiment_polarity <= -0.189 gini = 0.231 samples = 120 value = [16, 104] class = no default 5963->5993 5965 kw_max_min <= 444.5 gini = 0.444 samples = 15 value = [10, 5] class = default 5964->5965 5970 n_non_stop_unique_tokens <= 0.669 gini = 0.355 samples = 78 value = [18, 60] class = no default 5964->5970 5966 kw_min_avg <= 2211.97 gini = 0.278 samples = 6 value = [1, 5] class = no default 5965->5966 5969 gini = 0.0 samples = 9 value = [9, 0] class = default 5965->5969 5967 gini = 0.0 samples = 1 value = [1, 0] class = default 5966->5967 5968 gini = 0.0 samples = 5 value = [0, 5] class = no default 5966->5968 5971 global_sentiment_polarity <= 0.126 gini = 0.32 samples = 5 value = [4, 1] class = default 5970->5971 5974 timedelta <= 710.0 gini = 0.31 samples = 73 value = [14, 59] class = no default 5970->5974 5972 gini = 0.0 samples = 1 value = [0, 1] class = no default 5971->5972 5973 gini = 0.0 samples = 4 value = [4, 0] class = default 5971->5973 5975 kw_avg_max <= 296330.0 gini = 0.281 samples = 71 value = [12, 59] class = no default 5974->5975 5992 gini = 0.0 samples = 2 value = [2, 0] class = default 5974->5992 5976 average_token_length <= 4.275 gini = 0.203 samples = 61 value = [7, 54] class = no default 5975->5976 5987 LDA_04 <= 0.045 gini = 0.5 samples = 10 value = [5, 5] class = default 5975->5987 5977 gini = 0.0 samples = 2 value = [2, 0] class = default 5976->5977 5978 title_sentiment_polarity <= 0.3 gini = 0.155 samples = 59 value = [5, 54] class = no default 5976->5978 5979 global_subjectivity <= 0.288 gini = 0.039 samples = 50 value = [1, 49] class = no default 5978->5979 5984 n_non_stop_unique_tokens <= 0.771 gini = 0.494 samples = 9 value = [4, 5] class = no default 5978->5984 5980 weekday_is_wednesday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 5979->5980 5983 gini = 0.0 samples = 48 value = [0, 48] class = no default 5979->5983 5981 gini = 0.0 samples = 1 value = [0, 1] class = no default 5980->5981 5982 gini = 0.0 samples = 1 value = [1, 0] class = default 5980->5982 5985 gini = 0.0 samples = 5 value = [0, 5] class = no default 5984->5985 5986 gini = 0.0 samples = 4 value = [4, 0] class = default 5984->5986 5988 abs_title_sentiment_polarity <= 0.318 gini = 0.278 samples = 6 value = [5, 1] class = default 5987->5988 5991 gini = 0.0 samples = 4 value = [0, 4] class = no default 5987->5991 5989 gini = 0.0 samples = 5 value = [5, 0] class = default 5988->5989 5990 gini = 0.0 samples = 1 value = [0, 1] class = no default 5988->5990 5994 global_rate_positive_words <= 0.013 gini = 0.375 samples = 4 value = [3, 1] class = default 5993->5994 5997 LDA_03 <= 0.02 gini = 0.199 samples = 116 value = [13, 103] class = no default 5993->5997 5995 gini = 0.0 samples = 1 value = [0, 1] class = no default 5994->5995 5996 gini = 0.0 samples = 3 value = [3, 0] class = default 5994->5996 5998 gini = 0.0 samples = 1 value = [1, 0] class = default 5997->5998 5999 LDA_02 <= 0.02 gini = 0.187 samples = 115 value = [12, 103] class = no default 5997->5999 6000 gini = 0.0 samples = 1 value = [1, 0] class = default 5999->6000 6001 LDA_03 <= 0.885 gini = 0.174 samples = 114 value = [11, 103] class = no default 5999->6001 6002 global_rate_positive_words <= 0.035 gini = 0.161 samples = 113 value = [10, 103] class = no default 6001->6002 6027 gini = 0.0 samples = 1 value = [1, 0] class = default 6001->6027 6003 max_positive_polarity <= 0.775 gini = 0.307 samples = 37 value = [7, 30] class = no default 6002->6003 6016 timedelta <= 603.5 gini = 0.076 samples = 76 value = [3, 73] class = no default 6002->6016 6004 LDA_04 <= 0.029 gini = 0.175 samples = 31 value = [3, 28] class = no default 6003->6004 6011 LDA_01 <= 0.129 gini = 0.444 samples = 6 value = [4, 2] class = default 6003->6011 6005 abs_title_subjectivity <= 0.45 gini = 0.444 samples = 3 value = [2, 1] class = default 6004->6005 6008 avg_positive_polarity <= 0.535 gini = 0.069 samples = 28 value = [1, 27] class = no default 6004->6008 6006 gini = 0.0 samples = 2 value = [2, 0] class = default 6005->6006 6007 gini = 0.0 samples = 1 value = [0, 1] class = no default 6005->6007 6009 gini = 0.0 samples = 27 value = [0, 27] class = no default 6008->6009 6010 gini = 0.0 samples = 1 value = [1, 0] class = default 6008->6010 6012 gini = 0.0 samples = 3 value = [3, 0] class = default 6011->6012 6013 kw_avg_avg <= 3267.507 gini = 0.444 samples = 3 value = [1, 2] class = no default 6011->6013 6014 gini = 0.0 samples = 1 value = [1, 0] class = default 6013->6014 6015 gini = 0.0 samples = 2 value = [0, 2] class = no default 6013->6015 6017 gini = 0.0 samples = 1 value = [1, 0] class = default 6016->6017 6018 global_sentiment_polarity <= -0.064 gini = 0.052 samples = 75 value = [2, 73] class = no default 6016->6018 6019 kw_avg_max <= 222350.0 gini = 0.5 samples = 2 value = [1, 1] class = default 6018->6019 6022 LDA_04 <= 0.02 gini = 0.027 samples = 73 value = [1, 72] class = no default 6018->6022 6020 gini = 0.0 samples = 1 value = [1, 0] class = default 6019->6020 6021 gini = 0.0 samples = 1 value = [0, 1] class = no default 6019->6021 6023 LDA_04 <= 0.02 gini = 0.5 samples = 2 value = [1, 1] class = default 6022->6023 6026 gini = 0.0 samples = 71 value = [0, 71] class = no default 6022->6026 6024 gini = 0.0 samples = 1 value = [0, 1] class = no default 6023->6024 6025 gini = 0.0 samples = 1 value = [1, 0] class = default 6023->6025 6029 kw_min_max <= 2093.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 6028->6029 6032 gini = 0.0 samples = 6 value = [6, 0] class = default 6028->6032 6030 gini = 0.0 samples = 1 value = [1, 0] class = default 6029->6030 6031 gini = 0.0 samples = 3 value = [0, 3] class = no default 6029->6031 6034 self_reference_max_shares <= 8750.0 gini = 0.497 samples = 205 value = [95, 110] class = no default 6033->6034 6113 kw_avg_max <= 115528.57 gini = 0.363 samples = 63 value = [15, 48] class = no default 6033->6113 6035 self_reference_avg_sharess <= 3414.25 gini = 0.499 samples = 162 value = [84, 78] class = default 6034->6035 6100 max_negative_polarity <= -0.183 gini = 0.381 samples = 43 value = [11, 32] class = no default 6034->6100 6036 n_tokens_content <= 399.0 gini = 0.499 samples = 149 value = [72, 77] class = no default 6035->6036 6097 kw_avg_avg <= 7014.47 gini = 0.142 samples = 13 value = [12, 1] class = default 6035->6097 6037 n_non_stop_unique_tokens <= 0.774 gini = 0.483 samples = 108 value = [44, 64] class = no default 6036->6037 6082 kw_max_avg <= 7244.46 gini = 0.433 samples = 41 value = [28, 13] class = default 6036->6082 6038 LDA_00 <= 0.02 gini = 0.393 samples = 67 value = [18, 49] class = no default 6037->6038 6063 weekday_is_thursday <= 0.5 gini = 0.464 samples = 41 value = [26, 15] class = default 6037->6063 6039 gini = 0.0 samples = 3 value = [3, 0] class = default 6038->6039 6040 kw_max_min <= 420.0 gini = 0.359 samples = 64 value = [15, 49] class = no default 6038->6040 6041 abs_title_sentiment_polarity <= 0.113 gini = 0.408 samples = 7 value = [5, 2] class = default 6040->6041 6044 num_hrefs <= 14.5 gini = 0.289 samples = 57 value = [10, 47] class = no default 6040->6044 6042 gini = 0.0 samples = 5 value = [5, 0] class = default 6041->6042 6043 gini = 0.0 samples = 2 value = [0, 2] class = no default 6041->6043 6045 kw_avg_max <= 45308.334 gini = 0.19 samples = 47 value = [5, 42] class = no default 6044->6045 6056 n_tokens_content <= 330.5 gini = 0.5 samples = 10 value = [5, 5] class = default 6044->6056 6046 avg_negative_polarity <= -0.225 gini = 0.48 samples = 5 value = [3, 2] class = default 6045->6046 6049 self_reference_min_shares <= 351.0 gini = 0.091 samples = 42 value = [2, 40] class = no default 6045->6049 6047 gini = 0.0 samples = 3 value = [3, 0] class = default 6046->6047 6048 gini = 0.0 samples = 2 value = [0, 2] class = no default 6046->6048 6050 gini = 0.0 samples = 1 value = [1, 0] class = default 6049->6050 6051 kw_avg_min <= 269.967 gini = 0.048 samples = 41 value = [1, 40] class = no default 6049->6051 6052 kw_min_avg <= 954.508 gini = 0.5 samples = 2 value = [1, 1] class = default 6051->6052 6055 gini = 0.0 samples = 39 value = [0, 39] class = no default 6051->6055 6053 gini = 0.0 samples = 1 value = [0, 1] class = no default 6052->6053 6054 gini = 0.0 samples = 1 value = [1, 0] class = default 6052->6054 6057 kw_avg_min <= 450.889 gini = 0.408 samples = 7 value = [2, 5] class = no default 6056->6057 6062 gini = 0.0 samples = 3 value = [3, 0] class = default 6056->6062 6058 gini = 0.0 samples = 4 value = [0, 4] class = no default 6057->6058 6059 rate_positive_words <= 0.795 gini = 0.444 samples = 3 value = [2, 1] class = default 6057->6059 6060 gini = 0.0 samples = 2 value = [2, 0] class = default 6059->6060 6061 gini = 0.0 samples = 1 value = [0, 1] class = no default 6059->6061 6064 global_sentiment_polarity <= 0.011 gini = 0.32 samples = 25 value = [20, 5] class = default 6063->6064 6075 data_channel_is_bus <= 0.5 gini = 0.469 samples = 16 value = [6, 10] class = no default 6063->6075 6065 gini = 0.0 samples = 2 value = [0, 2] class = no default 6064->6065 6066 kw_min_avg <= 2376.373 gini = 0.227 samples = 23 value = [20, 3] class = default 6064->6066 6067 kw_avg_max <= 87235.0 gini = 0.095 samples = 20 value = [19, 1] class = default 6066->6067 6072 n_non_stop_unique_tokens <= 0.867 gini = 0.444 samples = 3 value = [1, 2] class = no default 6066->6072 6068 LDA_01 <= 0.177 gini = 0.5 samples = 2 value = [1, 1] class = default 6067->6068 6071 gini = 0.0 samples = 18 value = [18, 0] class = default 6067->6071 6069 gini = 0.0 samples = 1 value = [1, 0] class = default 6068->6069 6070 gini = 0.0 samples = 1 value = [0, 1] class = no default 6068->6070 6073 gini = 0.0 samples = 2 value = [0, 2] class = no default 6072->6073 6074 gini = 0.0 samples = 1 value = [1, 0] class = default 6072->6074 6076 self_reference_min_shares <= 1350.0 gini = 0.355 samples = 13 value = [3, 10] class = no default 6075->6076 6081 gini = 0.0 samples = 3 value = [3, 0] class = default 6075->6081 6077 n_unique_tokens <= 0.767 gini = 0.165 samples = 11 value = [1, 10] class = no default 6076->6077 6080 gini = 0.0 samples = 2 value = [2, 0] class = default 6076->6080 6078 gini = 0.0 samples = 10 value = [0, 10] class = no default 6077->6078 6079 gini = 0.0 samples = 1 value = [1, 0] class = default 6077->6079 6083 global_sentiment_polarity <= 0.158 gini = 0.495 samples = 29 value = [16, 13] class = default 6082->6083 6096 gini = 0.0 samples = 12 value = [12, 0] class = default 6082->6096 6084 timedelta <= 613.5 gini = 0.434 samples = 22 value = [15, 7] class = default 6083->6084 6093 weekday_is_thursday <= 0.5 gini = 0.245 samples = 7 value = [1, 6] class = no default 6083->6093 6085 gini = 0.0 samples = 3 value = [0, 3] class = no default 6084->6085 6086 LDA_03 <= 0.033 gini = 0.332 samples = 19 value = [15, 4] class = default 6084->6086 6087 avg_negative_polarity <= -0.441 gini = 0.375 samples = 4 value = [1, 3] class = no default 6086->6087 6090 kw_avg_avg <= 2846.933 gini = 0.124 samples = 15 value = [14, 1] class = default 6086->6090 6088 gini = 0.0 samples = 1 value = [1, 0] class = default 6087->6088 6089 gini = 0.0 samples = 3 value = [0, 3] class = no default 6087->6089 6091 gini = 0.0 samples = 1 value = [0, 1] class = no default 6090->6091 6092 gini = 0.0 samples = 14 value = [14, 0] class = default 6090->6092 6094 gini = 0.0 samples = 6 value = [0, 6] class = no default 6093->6094 6095 gini = 0.0 samples = 1 value = [1, 0] class = default 6093->6095 6098 gini = 0.0 samples = 12 value = [12, 0] class = default 6097->6098 6099 gini = 0.0 samples = 1 value = [0, 1] class = no default 6097->6099 6101 gini = 0.0 samples = 3 value = [3, 0] class = default 6100->6101 6102 self_reference_max_shares <= 33900.0 gini = 0.32 samples = 40 value = [8, 32] class = no default 6100->6102 6103 LDA_02 <= 0.755 gini = 0.128 samples = 29 value = [2, 27] class = no default 6102->6103 6108 abs_title_sentiment_polarity <= 0.067 gini = 0.496 samples = 11 value = [6, 5] class = default 6102->6108 6104 global_rate_negative_words <= 0.054 gini = 0.069 samples = 28 value = [1, 27] class = no default 6103->6104 6107 gini = 0.0 samples = 1 value = [1, 0] class = default 6103->6107 6105 gini = 0.0 samples = 27 value = [0, 27] class = no default 6104->6105 6106 gini = 0.0 samples = 1 value = [1, 0] class = default 6104->6106 6109 timedelta <= 664.0 gini = 0.408 samples = 7 value = [2, 5] class = no default 6108->6109 6112 gini = 0.0 samples = 4 value = [4, 0] class = default 6108->6112 6110 gini = 0.0 samples = 5 value = [0, 5] class = no default 6109->6110 6111 gini = 0.0 samples = 2 value = [2, 0] class = default 6109->6111 6114 LDA_03 <= 0.64 gini = 0.473 samples = 13 value = [8, 5] class = default 6113->6114 6119 LDA_04 <= 0.027 gini = 0.241 samples = 50 value = [7, 43] class = no default 6113->6119 6115 kw_min_avg <= 487.5 gini = 0.408 samples = 7 value = [2, 5] class = no default 6114->6115 6118 gini = 0.0 samples = 6 value = [6, 0] class = default 6114->6118 6116 gini = 0.0 samples = 2 value = [2, 0] class = default 6115->6116 6117 gini = 0.0 samples = 5 value = [0, 5] class = no default 6115->6117 6120 avg_negative_polarity <= -0.289 gini = 0.5 samples = 10 value = [5, 5] class = default 6119->6120 6125 global_rate_negative_words <= 0.051 gini = 0.095 samples = 40 value = [2, 38] class = no default 6119->6125 6121 kw_max_avg <= 5443.04 gini = 0.278 samples = 6 value = [5, 1] class = default 6120->6121 6124 gini = 0.0 samples = 4 value = [0, 4] class = no default 6120->6124 6122 gini = 0.0 samples = 1 value = [0, 1] class = no default 6121->6122 6123 gini = 0.0 samples = 5 value = [5, 0] class = default 6121->6123 6126 gini = 0.0 samples = 37 value = [0, 37] class = no default 6125->6126 6127 kw_avg_avg <= 3810.678 gini = 0.444 samples = 3 value = [2, 1] class = default 6125->6127 6128 gini = 0.0 samples = 2 value = [2, 0] class = default 6127->6128 6129 gini = 0.0 samples = 1 value = [0, 1] class = no default 6127->6129 6131 LDA_02 <= 0.458 gini = 0.324 samples = 737 value = [150, 587] class = no default 6130->6131 6322 kw_avg_min <= 413.3 gini = 0.498 samples = 161 value = [75, 86] class = no default 6130->6322 6132 kw_max_avg <= 3403.799 gini = 0.294 samples = 647 value = [116, 531] class = no default 6131->6132 6289 LDA_02 <= 0.521 gini = 0.47 samples = 90 value = [34, 56] class = no default 6131->6289 6133 min_positive_polarity <= 0.118 gini = 0.494 samples = 18 value = [10, 8] class = default 6132->6133 6142 global_sentiment_polarity <= 0.298 gini = 0.28 samples = 629 value = [106, 523] class = no default 6132->6142 6134 n_unique_tokens <= 0.461 gini = 0.408 samples = 14 value = [10, 4] class = default 6133->6134 6141 gini = 0.0 samples = 4 value = [0, 4] class = no default 6133->6141 6135 LDA_02 <= 0.268 gini = 0.375 samples = 4 value = [1, 3] class = no default 6134->6135 6138 kw_max_avg <= 3172.326 gini = 0.18 samples = 10 value = [9, 1] class = default 6134->6138 6136 gini = 0.0 samples = 3 value = [0, 3] class = no default 6135->6136 6137 gini = 0.0 samples = 1 value = [1, 0] class = default 6135->6137 6139 gini = 0.0 samples = 1 value = [0, 1] class = no default 6138->6139 6140 gini = 0.0 samples = 9 value = [9, 0] class = default 6138->6140 6143 kw_avg_max <= 479220.828 gini = 0.26 samples = 593 value = [91, 502] class = no default 6142->6143 6278 n_non_stop_unique_tokens <= 0.627 gini = 0.486 samples = 36 value = [15, 21] class = no default 6142->6278 6144 num_self_hrefs <= 17.0 gini = 0.23 samples = 527 value = [70, 457] class = no default 6143->6144 6253 rate_negative_words <= 0.111 gini = 0.434 samples = 66 value = [21, 45] class = no default 6143->6253 6145 kw_avg_avg <= 2902.736 gini = 0.207 samples = 487 value = [57, 430] class = no default 6144->6145 6242 n_tokens_content <= 895.5 gini = 0.439 samples = 40 value = [13, 27] class = no default 6144->6242 6146 kw_max_avg <= 4666.254 gini = 0.451 samples = 32 value = [11, 21] class = no default 6145->6146 6161 min_positive_polarity <= 0.042 gini = 0.182 samples = 455 value = [46, 409] class = no default 6145->6161 6147 average_token_length <= 5.13 gini = 0.298 samples = 22 value = [4, 18] class = no default 6146->6147 6156 n_tokens_title <= 12.5 gini = 0.42 samples = 10 value = [7, 3] class = default 6146->6156 6148 kw_avg_max <= 449410.0 gini = 0.18 samples = 20 value = [2, 18] class = no default 6147->6148 6155 gini = 0.0 samples = 2 value = [2, 0] class = default 6147->6155 6149 kw_avg_min <= 133.287 gini = 0.1 samples = 19 value = [1, 18] class = no default 6148->6149 6154 gini = 0.0 samples = 1 value = [1, 0] class = default 6148->6154 6150 LDA_00 <= 0.222 gini = 0.5 samples = 2 value = [1, 1] class = default 6149->6150 6153 gini = 0.0 samples = 17 value = [0, 17] class = no default 6149->6153 6151 gini = 0.0 samples = 1 value = [1, 0] class = default 6150->6151 6152 gini = 0.0 samples = 1 value = [0, 1] class = no default 6150->6152 6157 gini = 0.0 samples = 6 value = [6, 0] class = default 6156->6157 6158 LDA_03 <= 0.02 gini = 0.375 samples = 4 value = [1, 3] class = no default 6156->6158 6159 gini = 0.0 samples = 1 value = [1, 0] class = default 6158->6159 6160 gini = 0.0 samples = 3 value = [0, 3] class = no default 6158->6160 6162 avg_positive_polarity <= 0.502 gini = 0.055 samples = 142 value = [4, 138] class = no default 6161->6162 6177 kw_avg_min <= 468.214 gini = 0.232 samples = 313 value = [42, 271] class = no default 6161->6177 6163 LDA_02 <= 0.444 gini = 0.042 samples = 141 value = [3, 138] class = no default 6162->6163 6176 gini = 0.0 samples = 1 value = [1, 0] class = default 6162->6176 6164 kw_max_min <= 10200.0 gini = 0.029 samples = 138 value = [2, 136] class = no default 6163->6164 6173 timedelta <= 427.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 6163->6173 6165 num_self_hrefs <= 13.5 gini = 0.015 samples = 135 value = [1, 134] class = no default 6164->6165 6170 n_non_stop_words <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 6164->6170 6166 gini = 0.0 samples = 129 value = [0, 129] class = no default 6165->6166 6167 kw_min_avg <= 2510.342 gini = 0.278 samples = 6 value = [1, 5] class = no default 6165->6167 6168 gini = 0.0 samples = 5 value = [0, 5] class = no default 6167->6168 6169 gini = 0.0 samples = 1 value = [1, 0] class = default 6167->6169 6171 gini = 0.0 samples = 2 value = [0, 2] class = no default 6170->6171 6172 gini = 0.0 samples = 1 value = [1, 0] class = default 6170->6172 6174 gini = 0.0 samples = 2 value = [0, 2] class = no default 6173->6174 6175 gini = 0.0 samples = 1 value = [1, 0] class = default 6173->6175 6178 kw_avg_min <= 439.383 gini = 0.265 samples = 261 value = [41, 220] class = no default 6177->6178 6239 global_subjectivity <= 0.665 gini = 0.038 samples = 52 value = [1, 51] class = no default 6177->6239 6179 self_reference_avg_sharess <= 1358.25 gini = 0.246 samples = 257 value = [37, 220] class = no default 6178->6179 6238 gini = 0.0 samples = 4 value = [4, 0] class = default 6178->6238 6180 data_channel_is_lifestyle <= 0.5 gini = 0.334 samples = 118 value = [25, 93] class = no default 6179->6180 6215 avg_negative_polarity <= -0.36 gini = 0.158 samples = 139 value = [12, 127] class = no default 6179->6215 6181 LDA_00 <= 0.02 gini = 0.259 samples = 98 value = [15, 83] class = no default 6180->6181 6206 max_positive_polarity <= 0.9 gini = 0.5 samples = 20 value = [10, 10] class = default 6180->6206 6182 gini = 0.0 samples = 2 value = [2, 0] class = default 6181->6182 6183 self_reference_max_shares <= 1050.0 gini = 0.234 samples = 96 value = [13, 83] class = no default 6181->6183 6184 global_rate_negative_words <= 0.041 gini = 0.145 samples = 76 value = [6, 70] class = no default 6183->6184 6199 kw_avg_min <= 315.479 gini = 0.455 samples = 20 value = [7, 13] class = no default 6183->6199 6185 kw_min_avg <= 2833.17 gini = 0.124 samples = 75 value = [5, 70] class = no default 6184->6185 6198 gini = 0.0 samples = 1 value = [1, 0] class = default 6184->6198 6186 num_hrefs <= 24.0 gini = 0.034 samples = 58 value = [1, 57] class = no default 6185->6186 6191 rate_positive_words <= 0.781 gini = 0.36 samples = 17 value = [4, 13] class = no default 6185->6191 6187 gini = 0.0 samples = 55 value = [0, 55] class = no default 6186->6187 6188 min_positive_polarity <= 0.125 gini = 0.444 samples = 3 value = [1, 2] class = no default 6186->6188 6189 gini = 0.0 samples = 1 value = [1, 0] class = default 6188->6189 6190 gini = 0.0 samples = 2 value = [0, 2] class = no default 6188->6190 6192 n_tokens_content <= 253.5 gini = 0.142 samples = 13 value = [1, 12] class = no default 6191->6192 6195 avg_negative_polarity <= -0.223 gini = 0.375 samples = 4 value = [3, 1] class = default 6191->6195 6193 gini = 0.0 samples = 1 value = [1, 0] class = default 6192->6193 6194 gini = 0.0 samples = 12 value = [0, 12] class = no default 6192->6194 6196 gini = 0.0 samples = 3 value = [3, 0] class = default 6195->6196 6197 gini = 0.0 samples = 1 value = [0, 1] class = no default 6195->6197 6200 LDA_01 <= 0.037 gini = 0.305 samples = 16 value = [3, 13] class = no default 6199->6200 6205 gini = 0.0 samples = 4 value = [4, 0] class = default 6199->6205 6201 gini = 0.0 samples = 10 value = [0, 10] class = no default 6200->6201 6202 kw_avg_max <= 341928.562 gini = 0.5 samples = 6 value = [3, 3] class = default 6200->6202 6203 gini = 0.0 samples = 3 value = [3, 0] class = default 6202->6203 6204 gini = 0.0 samples = 3 value = [0, 3] class = no default 6202->6204 6207 LDA_03 <= 0.022 gini = 0.198 samples = 9 value = [1, 8] class = no default 6206->6207 6210 kw_max_avg <= 8368.242 gini = 0.298 samples = 11 value = [9, 2] class = default 6206->6210 6208 gini = 0.0 samples = 1 value = [1, 0] class = default 6207->6208 6209 gini = 0.0 samples = 8 value = [0, 8] class = no default 6207->6209 6211 gini = 0.0 samples = 8 value = [8, 0] class = default 6210->6211 6212 rate_negative_words <= 0.247 gini = 0.444 samples = 3 value = [1, 2] class = no default 6210->6212 6213 gini = 0.0 samples = 1 value = [1, 0] class = default 6212->6213 6214 gini = 0.0 samples = 2 value = [0, 2] class = no default 6212->6214 6216 global_subjectivity <= 0.479 gini = 0.403 samples = 25 value = [7, 18] class = no default 6215->6216 6225 LDA_02 <= 0.117 gini = 0.084 samples = 114 value = [5, 109] class = no default 6215->6225 6217 self_reference_min_shares <= 1300.0 gini = 0.408 samples = 7 value = [5, 2] class = default 6216->6217 6220 LDA_01 <= 0.085 gini = 0.198 samples = 18 value = [2, 16] class = no default 6216->6220 6218 gini = 0.0 samples = 2 value = [0, 2] class = no default 6217->6218 6219 gini = 0.0 samples = 5 value = [5, 0] class = default 6217->6219 6221 max_negative_polarity <= -0.021 gini = 0.111 samples = 17 value = [1, 16] class = no default 6220->6221 6224 gini = 0.0 samples = 1 value = [1, 0] class = default 6220->6224 6222 gini = 0.0 samples = 16 value = [0, 16] class = no default 6221->6222 6223 gini = 0.0 samples = 1 value = [1, 0] class = default 6221->6223 6226 kw_avg_max <= 128440.0 gini = 0.021 samples = 93 value = [1, 92] class = no default 6225->6226 6231 LDA_01 <= 0.034 gini = 0.308 samples = 21 value = [4, 17] class = no default 6225->6231 6227 num_hrefs <= 7.5 gini = 0.5 samples = 2 value = [1, 1] class = default 6226->6227 6230 gini = 0.0 samples = 91 value = [0, 91] class = no default 6226->6230 6228 gini = 0.0 samples = 1 value = [0, 1] class = no default 6227->6228 6229 gini = 0.0 samples = 1 value = [1, 0] class = default 6227->6229 6232 gini = 0.0 samples = 14 value = [0, 14] class = no default 6231->6232 6233 kw_min_min <= 1.5 gini = 0.49 samples = 7 value = [4, 3] class = default 6231->6233 6234 self_reference_max_shares <= 22200.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 6233->6234 6237 gini = 0.0 samples = 3 value = [3, 0] class = default 6233->6237 6235 gini = 0.0 samples = 3 value = [0, 3] class = no default 6234->6235 6236 gini = 0.0 samples = 1 value = [1, 0] class = default 6234->6236 6240 gini = 0.0 samples = 51 value = [0, 51] class = no default 6239->6240 6241 gini = 0.0 samples = 1 value = [1, 0] class = default 6239->6241 6243 n_unique_tokens <= 0.516 gini = 0.499 samples = 25 value = [13, 12] class = default 6242->6243 6252 gini = 0.0 samples = 15 value = [0, 15] class = no default 6242->6252 6244 self_reference_avg_sharess <= 3678.715 gini = 0.245 samples = 14 value = [12, 2] class = default 6243->6244 6249 kw_avg_avg <= 3123.88 gini = 0.165 samples = 11 value = [1, 10] class = no default 6243->6249 6245 gini = 0.0 samples = 1 value = [0, 1] class = no default 6244->6245 6246 LDA_00 <= 0.735 gini = 0.142 samples = 13 value = [12, 1] class = default 6244->6246 6247 gini = 0.0 samples = 12 value = [12, 0] class = default 6246->6247 6248 gini = 0.0 samples = 1 value = [0, 1] class = no default 6246->6248 6250 gini = 0.0 samples = 1 value = [1, 0] class = default 6249->6250 6251 gini = 0.0 samples = 10 value = [0, 10] class = no default 6249->6251 6254 num_videos <= 1.5 gini = 0.159 samples = 23 value = [2, 21] class = no default 6253->6254 6261 n_tokens_title <= 8.5 gini = 0.493 samples = 43 value = [19, 24] class = no default 6253->6261 6255 kw_avg_max <= 605891.656 gini = 0.087 samples = 22 value = [1, 21] class = no default 6254->6255 6260 gini = 0.0 samples = 1 value = [1, 0] class = default 6254->6260 6256 gini = 0.0 samples = 17 value = [0, 17] class = no default 6255->6256 6257 kw_min_max <= 68250.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 6255->6257 6258 gini = 0.0 samples = 1 value = [1, 0] class = default 6257->6258 6259 gini = 0.0 samples = 4 value = [0, 4] class = no default 6257->6259 6262 gini = 0.0 samples = 8 value = [0, 8] class = no default 6261->6262 6263 kw_min_avg <= 3272.631 gini = 0.496 samples = 35 value = [19, 16] class = default 6261->6263 6264 LDA_01 <= 0.033 gini = 0.464 samples = 30 value = [19, 11] class = default 6263->6264 6277 gini = 0.0 samples = 5 value = [0, 5] class = no default 6263->6277 6265 kw_avg_max <= 497390.0 gini = 0.375 samples = 8 value = [2, 6] class = no default 6264->6265 6268 num_hrefs <= 4.5 gini = 0.351 samples = 22 value = [17, 5] class = default 6264->6268 6266 gini = 0.0 samples = 2 value = [2, 0] class = default 6265->6266 6267 gini = 0.0 samples = 6 value = [0, 6] class = no default 6265->6267 6269 n_tokens_title <= 11.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 6268->6269 6272 global_rate_positive_words <= 0.071 gini = 0.198 samples = 18 value = [16, 2] class = default 6268->6272 6270 gini = 0.0 samples = 1 value = [1, 0] class = default 6269->6270 6271 gini = 0.0 samples = 3 value = [0, 3] class = no default 6269->6271 6273 avg_positive_polarity <= 0.269 gini = 0.111 samples = 17 value = [16, 1] class = default 6272->6273 6276 gini = 0.0 samples = 1 value = [0, 1] class = no default 6272->6276 6274 gini = 0.0 samples = 1 value = [0, 1] class = no default 6273->6274 6275 gini = 0.0 samples = 16 value = [16, 0] class = default 6273->6275 6279 gini = 0.0 samples = 9 value = [0, 9] class = no default 6278->6279 6280 rate_positive_words <= 0.848 gini = 0.494 samples = 27 value = [15, 12] class = default 6278->6280 6281 gini = 0.0 samples = 8 value = [8, 0] class = default 6280->6281 6282 data_channel_is_lifestyle <= 0.5 gini = 0.465 samples = 19 value = [7, 12] class = no default 6280->6282 6283 rate_negative_words <= 0.082 gini = 0.375 samples = 16 value = [4, 12] class = no default 6282->6283 6288 gini = 0.0 samples = 3 value = [3, 0] class = default 6282->6288 6284 kw_avg_max <= 323358.328 gini = 0.5 samples = 8 value = [4, 4] class = default 6283->6284 6287 gini = 0.0 samples = 8 value = [0, 8] class = no default 6283->6287 6285 gini = 0.0 samples = 4 value = [4, 0] class = default 6284->6285 6286 gini = 0.0 samples = 4 value = [0, 4] class = no default 6284->6286 6290 n_tokens_title <= 11.0 gini = 0.391 samples = 15 value = [11, 4] class = default 6289->6290 6295 LDA_00 <= 0.02 gini = 0.425 samples = 75 value = [23, 52] class = no default 6289->6295 6291 gini = 0.0 samples = 10 value = [10, 0] class = default 6290->6291 6292 num_imgs <= 1.5 gini = 0.32 samples = 5 value = [1, 4] class = no default 6290->6292 6293 gini = 0.0 samples = 1 value = [1, 0] class = default 6292->6293 6294 gini = 0.0 samples = 4 value = [0, 4] class = no default 6292->6294 6296 gini = 0.0 samples = 4 value = [4, 0] class = default 6295->6296 6297 num_keywords <= 6.5 gini = 0.392 samples = 71 value = [19, 52] class = no default 6295->6297 6298 LDA_01 <= 0.045 gini = 0.499 samples = 29 value = [14, 15] class = no default 6297->6298 6309 average_token_length <= 5.17 gini = 0.21 samples = 42 value = [5, 37] class = no default 6297->6309 6299 n_tokens_title <= 8.5 gini = 0.476 samples = 23 value = [14, 9] class = default 6298->6299 6308 gini = 0.0 samples = 6 value = [0, 6] class = no default 6298->6308 6300 gini = 0.0 samples = 5 value = [0, 5] class = no default 6299->6300 6301 title_sentiment_polarity <= 0.143 gini = 0.346 samples = 18 value = [14, 4] class = default 6299->6301 6302 LDA_00 <= 0.033 gini = 0.133 samples = 14 value = [13, 1] class = default 6301->6302 6305 max_positive_polarity <= 0.7 gini = 0.375 samples = 4 value = [1, 3] class = no default 6301->6305 6303 gini = 0.0 samples = 1 value = [0, 1] class = no default 6302->6303 6304 gini = 0.0 samples = 13 value = [13, 0] class = default 6302->6304 6306 gini = 0.0 samples = 1 value = [1, 0] class = default 6305->6306 6307 gini = 0.0 samples = 3 value = [0, 3] class = no default 6305->6307 6310 global_rate_positive_words <= 0.061 gini = 0.142 samples = 39 value = [3, 36] class = no default 6309->6310 6319 global_subjectivity <= 0.366 gini = 0.444 samples = 3 value = [2, 1] class = default 6309->6319 6311 global_sentiment_polarity <= 0.255 gini = 0.1 samples = 38 value = [2, 36] class = no default 6310->6311 6318 gini = 0.0 samples = 1 value = [1, 0] class = default 6310->6318 6312 LDA_00 <= 0.02 gini = 0.053 samples = 37 value = [1, 36] class = no default 6311->6312 6317 gini = 0.0 samples = 1 value = [1, 0] class = default 6311->6317 6313 min_positive_polarity <= 0.067 gini = 0.5 samples = 2 value = [1, 1] class = default 6312->6313 6316 gini = 0.0 samples = 35 value = [0, 35] class = no default 6312->6316 6314 gini = 0.0 samples = 1 value = [0, 1] class = no default 6313->6314 6315 gini = 0.0 samples = 1 value = [1, 0] class = default 6313->6315 6320 gini = 0.0 samples = 1 value = [0, 1] class = no default 6319->6320 6321 gini = 0.0 samples = 2 value = [2, 0] class = default 6319->6321 6323 timedelta <= 414.0 gini = 0.495 samples = 120 value = [66, 54] class = default 6322->6323 6374 kw_min_max <= 8500.0 gini = 0.343 samples = 41 value = [9, 32] class = no default 6322->6374 6324 num_hrefs <= 14.5 gini = 0.475 samples = 49 value = [19, 30] class = no default 6323->6324 6343 kw_min_max <= 1036.5 gini = 0.448 samples = 71 value = [47, 24] class = default 6323->6343 6325 kw_avg_min <= 190.537 gini = 0.5 samples = 34 value = [17, 17] class = default 6324->6325 6338 kw_avg_min <= 86.732 gini = 0.231 samples = 15 value = [2, 13] class = no default 6324->6338 6326 title_subjectivity <= 0.517 gini = 0.298 samples = 11 value = [2, 9] class = no default 6325->6326 6331 avg_positive_polarity <= 0.496 gini = 0.454 samples = 23 value = [15, 8] class = default 6325->6331 6327 gini = 0.0 samples = 8 value = [0, 8] class = no default 6326->6327 6328 n_tokens_title <= 10.0 gini = 0.444 samples = 3 value = [2, 1] class = default 6326->6328 6329 gini = 0.0 samples = 1 value = [0, 1] class = no default 6328->6329 6330 gini = 0.0 samples = 2 value = [2, 0] class = default 6328->6330 6332 n_unique_tokens <= 0.227 gini = 0.278 samples = 18 value = [15, 3] class = default 6331->6332 6337 gini = 0.0 samples = 5 value = [0, 5] class = no default 6331->6337 6333 kw_avg_min <= 225.5 gini = 0.5 samples = 6 value = [3, 3] class = default 6332->6333 6336 gini = 0.0 samples = 12 value = [12, 0] class = default 6332->6336 6334 gini = 0.0 samples = 3 value = [3, 0] class = default 6333->6334 6335 gini = 0.0 samples = 3 value = [0, 3] class = no default 6333->6335 6339 rate_negative_words <= 0.393 gini = 0.444 samples = 3 value = [2, 1] class = default 6338->6339 6342 gini = 0.0 samples = 12 value = [0, 12] class = no default 6338->6342 6340 gini = 0.0 samples = 2 value = [2, 0] class = default 6339->6340 6341 gini = 0.0 samples = 1 value = [0, 1] class = no default 6339->6341 6344 LDA_02 <= 0.02 gini = 0.408 samples = 14 value = [4, 10] class = no default 6343->6344 6351 num_videos <= 4.5 gini = 0.371 samples = 57 value = [43, 14] class = default 6343->6351 6345 gini = 0.0 samples = 3 value = [3, 0] class = default 6344->6345 6346 LDA_01 <= 0.631 gini = 0.165 samples = 11 value = [1, 10] class = no default 6344->6346 6347 gini = 0.0 samples = 9 value = [0, 9] class = no default 6346->6347 6348 max_positive_polarity <= 0.25 gini = 0.5 samples = 2 value = [1, 1] class = default 6346->6348 6349 gini = 0.0 samples = 1 value = [1, 0] class = default 6348->6349 6350 gini = 0.0 samples = 1 value = [0, 1] class = no default 6348->6350 6352 LDA_04 <= 0.274 gini = 0.341 samples = 55 value = [43, 12] class = default 6351->6352 6373 gini = 0.0 samples = 2 value = [0, 2] class = no default 6351->6373 6353 rate_positive_words <= 0.887 gini = 0.306 samples = 53 value = [43, 10] class = default 6352->6353 6372 gini = 0.0 samples = 2 value = [0, 2] class = no default 6352->6372 6354 kw_max_min <= 780.0 gini = 0.227 samples = 46 value = [40, 6] class = default 6353->6354 6369 n_tokens_content <= 88.0 gini = 0.49 samples = 7 value = [3, 4] class = no default 6353->6369 6355 kw_min_max <= 30650.0 gini = 0.149 samples = 37 value = [34, 3] class = default 6354->6355 6364 kw_avg_max <= 216140.711 gini = 0.444 samples = 9 value = [6, 3] class = default 6354->6364 6356 kw_avg_avg <= 3199.164 gini = 0.108 samples = 35 value = [33, 2] class = default 6355->6356 6361 kw_avg_max <= 292820.0 gini = 0.5 samples = 2 value = [1, 1] class = default 6355->6361 6357 kw_max_min <= 418.0 gini = 0.408 samples = 7 value = [5, 2] class = default 6356->6357 6360 gini = 0.0 samples = 28 value = [28, 0] class = default 6356->6360 6358 gini = 0.0 samples = 2 value = [0, 2] class = no default 6357->6358 6359 gini = 0.0 samples = 5 value = [5, 0] class = default 6357->6359 6362 gini = 0.0 samples = 1 value = [0, 1] class = no default 6361->6362 6363 gini = 0.0 samples = 1 value = [1, 0] class = default 6361->6363 6365 gini = 0.0 samples = 5 value = [5, 0] class = default 6364->6365 6366 global_sentiment_polarity <= -0.061 gini = 0.375 samples = 4 value = [1, 3] class = no default 6364->6366 6367 gini = 0.0 samples = 1 value = [1, 0] class = default 6366->6367 6368 gini = 0.0 samples = 3 value = [0, 3] class = no default 6366->6368 6370 gini = 0.0 samples = 4 value = [0, 4] class = no default 6369->6370 6371 gini = 0.0 samples = 3 value = [3, 0] class = default 6369->6371 6375 timedelta <= 715.0 gini = 0.245 samples = 35 value = [5, 30] class = no default 6374->6375 6386 n_unique_tokens <= 0.837 gini = 0.444 samples = 6 value = [4, 2] class = default 6374->6386 6376 LDA_00 <= 0.02 gini = 0.165 samples = 33 value = [3, 30] class = no default 6375->6376 6385 gini = 0.0 samples = 2 value = [2, 0] class = default 6375->6385 6377 gini = 0.0 samples = 1 value = [1, 0] class = default 6376->6377 6378 data_channel_is_world <= 0.5 gini = 0.117 samples = 32 value = [2, 30] class = no default 6376->6378 6379 num_self_hrefs <= 32.5 gini = 0.062 samples = 31 value = [1, 30] class = no default 6378->6379 6384 gini = 0.0 samples = 1 value = [1, 0] class = default 6378->6384 6380 gini = 0.0 samples = 28 value = [0, 28] class = no default 6379->6380 6381 kw_avg_min <= 497.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 6379->6381 6382 gini = 0.0 samples = 2 value = [0, 2] class = no default 6381->6382 6383 gini = 0.0 samples = 1 value = [1, 0] class = default 6381->6383 6387 gini = 0.0 samples = 4 value = [4, 0] class = default 6386->6387 6388 gini = 0.0 samples = 2 value = [0, 2] class = no default 6386->6388 6390 data_channel_is_world <= 0.5 gini = 0.293 samples = 1190 value = [212, 978] class = no default 6389->6390 6685 is_weekend <= 0.5 gini = 0.425 samples = 4460 value = [1368, 3092] class = no default 6389->6685 6391 data_channel_is_lifestyle <= 0.5 gini = 0.264 samples = 1068 value = [167, 901] class = no default 6390->6391 6646 num_keywords <= 7.5 gini = 0.466 samples = 122 value = [45, 77] class = no default 6390->6646 6392 kw_avg_max <= 361743.75 gini = 0.229 samples = 885 value = [117, 768] class = no default 6391->6392 6591 is_weekend <= 0.5 gini = 0.397 samples = 183 value = [50, 133] class = no default 6391->6591 6393 LDA_01 <= 0.56 gini = 0.184 samples = 672 value = [69, 603] class = no default 6392->6393 6524 LDA_04 <= 0.022 gini = 0.349 samples = 213 value = [48, 165] class = no default 6392->6524 6394 min_negative_polarity <= -0.129 gini = 0.18 samples = 670 value = [67, 603] class = no default 6393->6394 6523 gini = 0.0 samples = 2 value = [2, 0] class = default 6393->6523 6395 self_reference_max_shares <= 753450.0 gini = 0.168 samples = 650 value = [60, 590] class = no default 6394->6395 6516 kw_min_avg <= 2186.141 gini = 0.455 samples = 20 value = [7, 13] class = no default 6394->6516 6396 kw_max_avg <= 3700.875 gini = 0.165 samples = 649 value = [59, 590] class = no default 6395->6396 6515 gini = 0.0 samples = 1 value = [1, 0] class = default 6395->6515 6397 kw_avg_avg <= 3191.363 gini = 0.384 samples = 27 value = [7, 20] class = no default 6396->6397 6406 min_positive_polarity <= 0.042 gini = 0.153 samples = 622 value = [52, 570] class = no default 6396->6406 6398 title_sentiment_polarity <= -0.081 gini = 0.32 samples = 25 value = [5, 20] class = no default 6397->6398 6405 gini = 0.0 samples = 2 value = [2, 0] class = default 6397->6405 6399 gini = 0.0 samples = 2 value = [2, 0] class = default 6398->6399 6400 self_reference_max_shares <= 2800.0 gini = 0.227 samples = 23 value = [3, 20] class = no default 6398->6400 6401 n_unique_tokens <= 0.437 gini = 0.5 samples = 6 value = [3, 3] class = default 6400->6401 6404 gini = 0.0 samples = 17 value = [0, 17] class = no default 6400->6404 6402 gini = 0.0 samples = 3 value = [0, 3] class = no default 6401->6402 6403 gini = 0.0 samples = 3 value = [3, 0] class = default 6401->6403 6407 average_token_length <= 5.226 gini = 0.073 samples = 263 value = [10, 253] class = no default 6406->6407 6436 kw_avg_min <= 551.179 gini = 0.207 samples = 359 value = [42, 317] class = no default 6406->6436 6408 n_tokens_title <= 13.5 gini = 0.066 samples = 262 value = [9, 253] class = no default 6407->6408 6435 gini = 0.0 samples = 1 value = [1, 0] class = default 6407->6435 6409 kw_avg_min <= 2304.5 gini = 0.053 samples = 256 value = [7, 249] class = no default 6408->6409 6432 LDA_04 <= 0.029 gini = 0.444 samples = 6 value = [2, 4] class = no default 6408->6432 6410 abs_title_subjectivity <= 0.002 gini = 0.046 samples = 254 value = [6, 248] class = no default 6409->6410 6429 rate_positive_words <= 0.828 gini = 0.5 samples = 2 value = [1, 1] class = default 6409->6429 6411 kw_min_max <= 1450.0 gini = 0.219 samples = 16 value = [2, 14] class = no default 6410->6411 6416 kw_avg_max <= 119855.559 gini = 0.033 samples = 238 value = [4, 234] class = no default 6410->6416 6412 weekday_is_saturday <= 0.5 gini = 0.444 samples = 3 value = [2, 1] class = default 6411->6412 6415 gini = 0.0 samples = 13 value = [0, 13] class = no default 6411->6415 6413 gini = 0.0 samples = 2 value = [2, 0] class = default 6412->6413 6414 gini = 0.0 samples = 1 value = [0, 1] class = no default 6412->6414 6417 timedelta <= 607.5 gini = 0.219 samples = 16 value = [2, 14] class = no default 6416->6417 6420 rate_positive_words <= 0.597 gini = 0.018 samples = 222 value = [2, 220] class = no default 6416->6420 6418 gini = 0.0 samples = 2 value = [2, 0] class = default 6417->6418 6419 gini = 0.0 samples = 14 value = [0, 14] class = no default 6417->6419 6421 self_reference_min_shares <= 3650.0 gini = 0.219 samples = 8 value = [1, 7] class = no default 6420->6421 6424 kw_max_avg <= 3919.401 gini = 0.009 samples = 214 value = [1, 213] class = no default 6420->6424 6422 gini = 0.0 samples = 1 value = [1, 0] class = default 6421->6422 6423 gini = 0.0 samples = 7 value = [0, 7] class = no default 6421->6423 6425 global_subjectivity <= 0.506 gini = 0.117 samples = 16 value = [1, 15] class = no default 6424->6425 6428 gini = 0.0 samples = 198 value = [0, 198] class = no default 6424->6428 6426 gini = 0.0 samples = 15 value = [0, 15] class = no default 6425->6426 6427 gini = 0.0 samples = 1 value = [1, 0] class = default 6425->6427 6430 gini = 0.0 samples = 1 value = [1, 0] class = default 6429->6430 6431 gini = 0.0 samples = 1 value = [0, 1] class = no default 6429->6431 6433 gini = 0.0 samples = 4 value = [0, 4] class = no default 6432->6433 6434 gini = 0.0 samples = 2 value = [2, 0] class = default 6432->6434 6437 min_negative_polarity <= -0.95 gini = 0.17 samples = 310 value = [29, 281] class = no default 6436->6437 6500 LDA_01 <= 0.155 gini = 0.39 samples = 49 value = [13, 36] class = no default 6436->6500 6438 global_rate_positive_words <= 0.064 gini = 0.342 samples = 64 value = [14, 50] class = no default 6437->6438 6463 average_token_length <= 4.557 gini = 0.115 samples = 246 value = [15, 231] class = no default 6437->6463 6439 num_videos <= 4.5 gini = 0.296 samples = 61 value = [11, 50] class = no default 6438->6439 6462 gini = 0.0 samples = 3 value = [3, 0] class = default 6438->6462 6440 global_rate_negative_words <= 0.014 gini = 0.259 samples = 59 value = [9, 50] class = no default 6439->6440 6461 gini = 0.0 samples = 2 value = [2, 0] class = default 6439->6461 6441 global_rate_negative_words <= 0.011 gini = 0.494 samples = 9 value = [4, 5] class = no default 6440->6441 6446 kw_max_max <= 60500.0 gini = 0.18 samples = 50 value = [5, 45] class = no default 6440->6446 6442 gini = 0.0 samples = 4 value = [0, 4] class = no default 6441->6442 6443 global_sentiment_polarity <= 0.197 gini = 0.32 samples = 5 value = [4, 1] class = default 6441->6443 6444 gini = 0.0 samples = 4 value = [4, 0] class = default 6443->6444 6445 gini = 0.0 samples = 1 value = [0, 1] class = no default 6443->6445 6447 gini = 0.0 samples = 1 value = [1, 0] class = default 6446->6447 6448 LDA_00 <= 0.898 gini = 0.15 samples = 49 value = [4, 45] class = no default 6446->6448 6449 n_tokens_content <= 1939.0 gini = 0.117 samples = 48 value = [3, 45] class = no default 6448->6449 6460 gini = 0.0 samples = 1 value = [1, 0] class = default 6448->6460 6450 kw_max_min <= 315.0 gini = 0.081 samples = 47 value = [2, 45] class = no default 6449->6450 6459 gini = 0.0 samples = 1 value = [1, 0] class = default 6449->6459 6451 global_rate_positive_words <= 0.044 gini = 0.5 samples = 2 value = [1, 1] class = default 6450->6451 6454 num_imgs <= 79.0 gini = 0.043 samples = 45 value = [1, 44] class = no default 6450->6454 6452 gini = 0.0 samples = 1 value = [0, 1] class = no default 6451->6452 6453 gini = 0.0 samples = 1 value = [1, 0] class = default 6451->6453 6455 gini = 0.0 samples = 42 value = [0, 42] class = no default 6454->6455 6456 num_self_hrefs <= 3.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 6454->6456 6457 gini = 0.0 samples = 2 value = [0, 2] class = no default 6456->6457 6458 gini = 0.0 samples = 1 value = [1, 0] class = default 6456->6458 6464 average_token_length <= 4.499 gini = 0.206 samples = 103 value = [12, 91] class = no default 6463->6464 6487 LDA_04 <= 0.92 gini = 0.041 samples = 143 value = [3, 140] class = no default 6463->6487 6465 LDA_01 <= 0.02 gini = 0.116 samples = 81 value = [5, 76] class = no default 6464->6465 6478 average_token_length <= 4.523 gini = 0.434 samples = 22 value = [7, 15] class = no default 6464->6478 6466 rate_positive_words <= 0.797 gini = 0.444 samples = 3 value = [2, 1] class = default 6465->6466 6469 global_subjectivity <= 0.577 gini = 0.074 samples = 78 value = [3, 75] class = no default 6465->6469 6467 gini = 0.0 samples = 1 value = [0, 1] class = no default 6466->6467 6468 gini = 0.0 samples = 2 value = [2, 0] class = default 6466->6468 6470 kw_max_min <= 315.0 gini = 0.026 samples = 75 value = [1, 74] class = no default 6469->6470 6475 self_reference_avg_sharess <= 4850.0 gini = 0.444 samples = 3 value = [2, 1] class = default 6469->6475 6471 kw_min_avg <= 1051.835 gini = 0.375 samples = 4 value = [1, 3] class = no default 6470->6471 6474 gini = 0.0 samples = 71 value = [0, 71] class = no default 6470->6474 6472 gini = 0.0 samples = 1 value = [1, 0] class = default 6471->6472 6473 gini = 0.0 samples = 3 value = [0, 3] class = no default 6471->6473 6476 gini = 0.0 samples = 1 value = [0, 1] class = no default 6475->6476 6477 gini = 0.0 samples = 2 value = [2, 0] class = default 6475->6477 6479 num_imgs <= 2.0 gini = 0.496 samples = 11 value = [6, 5] class = default 6478->6479 6484 max_positive_polarity <= 0.7 gini = 0.165 samples = 11 value = [1, 10] class = no default 6478->6484 6480 gini = 0.0 samples = 4 value = [4, 0] class = default 6479->6480 6481 min_positive_polarity <= 0.056 gini = 0.408 samples = 7 value = [2, 5] class = no default 6479->6481 6482 gini = 0.0 samples = 2 value = [2, 0] class = default 6481->6482 6483 gini = 0.0 samples = 5 value = [0, 5] class = no default 6481->6483 6485 gini = 0.0 samples = 1 value = [1, 0] class = default 6484->6485 6486 gini = 0.0 samples = 10 value = [0, 10] class = no default 6484->6486 6488 kw_max_avg <= 15811.5 gini = 0.028 samples = 140 value = [2, 138] class = no default 6487->6488 6497 global_rate_negative_words <= 0.014 gini = 0.444 samples = 3 value = [1, 2] class = no default 6487->6497 6489 LDA_02 <= 0.463 gini = 0.015 samples = 136 value = [1, 135] class = no default 6488->6489 6494 rate_negative_words <= 0.137 gini = 0.375 samples = 4 value = [1, 3] class = no default 6488->6494 6490 gini = 0.0 samples = 132 value = [0, 132] class = no default 6489->6490 6491 num_imgs <= 25.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 6489->6491 6492 gini = 0.0 samples = 3 value = [0, 3] class = no default 6491->6492 6493 gini = 0.0 samples = 1 value = [1, 0] class = default 6491->6493 6495 gini = 0.0 samples = 1 value = [1, 0] class = default 6494->6495 6496 gini = 0.0 samples = 3 value = [0, 3] class = no default 6494->6496 6498 gini = 0.0 samples = 2 value = [0, 2] class = no default 6497->6498 6499 gini = 0.0 samples = 1 value = [1, 0] class = default 6497->6499 6501 title_subjectivity <= 0.295 gini = 0.298 samples = 44 value = [8, 36] class = no default 6500->6501 6514 gini = 0.0 samples = 5 value = [5, 0] class = default 6500->6514 6502 LDA_03 <= 0.142 gini = 0.465 samples = 19 value = [7, 12] class = no default 6501->6502 6511 max_negative_polarity <= -0.163 gini = 0.077 samples = 25 value = [1, 24] class = no default 6501->6511 6503 global_rate_positive_words <= 0.037 gini = 0.337 samples = 14 value = [3, 11] class = no default 6502->6503 6508 global_rate_negative_words <= 0.005 gini = 0.32 samples = 5 value = [4, 1] class = default 6502->6508 6504 num_hrefs <= 15.5 gini = 0.5 samples = 6 value = [3, 3] class = default 6503->6504 6507 gini = 0.0 samples = 8 value = [0, 8] class = no default 6503->6507 6505 gini = 0.0 samples = 3 value = [3, 0] class = default 6504->6505 6506 gini = 0.0 samples = 3 value = [0, 3] class = no default 6504->6506 6509 gini = 0.0 samples = 1 value = [0, 1] class = no default 6508->6509 6510 gini = 0.0 samples = 4 value = [4, 0] class = default 6508->6510 6512 gini = 0.0 samples = 1 value = [1, 0] class = default 6511->6512 6513 gini = 0.0 samples = 24 value = [0, 24] class = no default 6511->6513 6517 self_reference_max_shares <= 10600.0 gini = 0.444 samples = 9 value = [6, 3] class = default 6516->6517 6520 n_tokens_content <= 579.0 gini = 0.165 samples = 11 value = [1, 10] class = no default 6516->6520 6518 gini = 0.0 samples = 6 value = [6, 0] class = default 6517->6518 6519 gini = 0.0 samples = 3 value = [0, 3] class = no default 6517->6519 6521 gini = 0.0 samples = 10 value = [0, 10] class = no default 6520->6521 6522 gini = 0.0 samples = 1 value = [1, 0] class = default 6520->6522 6525 LDA_02 <= 0.02 gini = 0.397 samples = 11 value = [8, 3] class = default 6524->6525 6530 timedelta <= 341.5 gini = 0.318 samples = 202 value = [40, 162] class = no default 6524->6530 6526 num_hrefs <= 37.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 6525->6526 6529 gini = 0.0 samples = 7 value = [7, 0] class = default 6525->6529 6527 gini = 0.0 samples = 3 value = [0, 3] class = no default 6526->6527 6528 gini = 0.0 samples = 1 value = [1, 0] class = default 6526->6528 6531 num_imgs <= 13.5 gini = 0.223 samples = 141 value = [18, 123] class = no default 6530->6531 6564 n_unique_tokens <= 0.451 gini = 0.461 samples = 61 value = [22, 39] class = no default 6530->6564 6532 self_reference_min_shares <= 12650.0 gini = 0.149 samples = 111 value = [9, 102] class = no default 6531->6532 6555 kw_max_avg <= 4679.405 gini = 0.42 samples = 30 value = [9, 21] class = no default 6531->6555 6533 global_rate_negative_words <= 0.031 gini = 0.094 samples = 101 value = [5, 96] class = no default 6532->6533 6550 rate_negative_words <= 0.304 gini = 0.48 samples = 10 value = [4, 6] class = no default 6532->6550 6534 n_tokens_content <= 358.5 gini = 0.06 samples = 97 value = [3, 94] class = no default 6533->6534 6547 weekday_is_thursday <= 0.5 gini = 0.5 samples = 4 value = [2, 2] class = default 6533->6547 6535 max_positive_polarity <= 0.45 gini = 0.5 samples = 2 value = [1, 1] class = default 6534->6535 6538 kw_avg_min <= -0.676 gini = 0.041 samples = 95 value = [2, 93] class = no default 6534->6538 6536 gini = 0.0 samples = 1 value = [0, 1] class = no default 6535->6536 6537 gini = 0.0 samples = 1 value = [1, 0] class = default 6535->6537 6539 n_unique_tokens <= 0.475 gini = 0.444 samples = 3 value = [1, 2] class = no default 6538->6539 6542 kw_min_avg <= 3342.721 gini = 0.022 samples = 92 value = [1, 91] class = no default 6538->6542 6540 gini = 0.0 samples = 2 value = [0, 2] class = no default 6539->6540 6541 gini = 0.0 samples = 1 value = [1, 0] class = default 6539->6541 6543 gini = 0.0 samples = 84 value = [0, 84] class = no default 6542->6543 6544 self_reference_avg_sharess <= 2775.0 gini = 0.219 samples = 8 value = [1, 7] class = no default 6542->6544 6545 gini = 0.0 samples = 1 value = [1, 0] class = default 6544->6545 6546 gini = 0.0 samples = 7 value = [0, 7] class = no default 6544->6546 6548 gini = 0.0 samples = 2 value = [0, 2] class = no default 6547->6548 6549 gini = 0.0 samples = 2 value = [2, 0] class = default 6547->6549 6551 title_sentiment_polarity <= 0.193 gini = 0.32 samples = 5 value = [4, 1] class = default 6550->6551 6554 gini = 0.0 samples = 5 value = [0, 5] class = no default 6550->6554 6552 gini = 0.0 samples = 4 value = [4, 0] class = default 6551->6552 6553 gini = 0.0 samples = 1 value = [0, 1] class = no default 6551->6553 6556 gini = 0.0 samples = 5 value = [5, 0] class = default 6555->6556 6557 kw_avg_min <= 58.216 gini = 0.269 samples = 25 value = [4, 21] class = no default 6555->6557 6558 average_token_length <= 5.545 gini = 0.375 samples = 4 value = [3, 1] class = default 6557->6558 6561 title_sentiment_polarity <= -0.317 gini = 0.091 samples = 21 value = [1, 20] class = no default 6557->6561 6559 gini = 0.0 samples = 3 value = [3, 0] class = default 6558->6559 6560 gini = 0.0 samples = 1 value = [0, 1] class = no default 6558->6560 6562 gini = 0.0 samples = 1 value = [1, 0] class = default 6561->6562 6563 gini = 0.0 samples = 20 value = [0, 20] class = no default 6561->6563 6565 weekday_is_tuesday <= 0.5 gini = 0.32 samples = 35 value = [7, 28] class = no default 6564->6565 6578 num_self_hrefs <= 3.5 gini = 0.488 samples = 26 value = [15, 11] class = default 6564->6578 6566 avg_negative_polarity <= -0.193 gini = 0.231 samples = 30 value = [4, 26] class = no default 6565->6566 6575 LDA_00 <= 0.139 gini = 0.48 samples = 5 value = [3, 2] class = default 6565->6575 6567 avg_negative_polarity <= -0.436 gini = 0.137 samples = 27 value = [2, 25] class = no default 6566->6567 6572 avg_positive_polarity <= 0.396 gini = 0.444 samples = 3 value = [2, 1] class = default 6566->6572 6568 gini = 0.0 samples = 1 value = [1, 0] class = default 6567->6568 6569 LDA_01 <= 0.536 gini = 0.074 samples = 26 value = [1, 25] class = no default 6567->6569 6570 gini = 0.0 samples = 25 value = [0, 25] class = no default 6569->6570 6571 gini = 0.0 samples = 1 value = [1, 0] class = default 6569->6571 6573 gini = 0.0 samples = 2 value = [2, 0] class = default 6572->6573 6574 gini = 0.0 samples = 1 value = [0, 1] class = no default 6572->6574 6576 gini = 0.0 samples = 2 value = [0, 2] class = no default 6575->6576 6577 gini = 0.0 samples = 3 value = [3, 0] class = default 6575->6577 6579 kw_min_max <= 900.0 gini = 0.305 samples = 16 value = [13, 3] class = default 6578->6579 6586 self_reference_avg_sharess <= 3200.0 gini = 0.32 samples = 10 value = [2, 8] class = no default 6578->6586 6580 global_rate_positive_words <= 0.046 gini = 0.444 samples = 3 value = [1, 2] class = no default 6579->6580 6583 self_reference_max_shares <= 18000.0 gini = 0.142 samples = 13 value = [12, 1] class = default 6579->6583 6581 gini = 0.0 samples = 1 value = [1, 0] class = default 6580->6581 6582 gini = 0.0 samples = 2 value = [0, 2] class = no default 6580->6582 6584 gini = 0.0 samples = 12 value = [12, 0] class = default 6583->6584 6585 gini = 0.0 samples = 1 value = [0, 1] class = no default 6583->6585 6587 gini = 0.0 samples = 1 value = [1, 0] class = default 6586->6587 6588 kw_max_min <= 994.0 gini = 0.198 samples = 9 value = [1, 8] class = no default 6586->6588 6589 gini = 0.0 samples = 8 value = [0, 8] class = no default 6588->6589 6590 gini = 0.0 samples = 1 value = [1, 0] class = default 6588->6590 6592 kw_max_min <= 1050.0 gini = 0.449 samples = 135 value = [46, 89] class = no default 6591->6592 6637 title_sentiment_polarity <= -0.188 gini = 0.153 samples = 48 value = [4, 44] class = no default 6591->6637 6593 num_videos <= 0.5 gini = 0.491 samples = 88 value = [38, 50] class = no default 6592->6593 6624 abs_title_subjectivity <= 0.146 gini = 0.282 samples = 47 value = [8, 39] class = no default 6592->6624 6594 global_sentiment_polarity <= 0.17 gini = 0.441 samples = 67 value = [22, 45] class = no default 6593->6594 6619 self_reference_max_shares <= 50150.0 gini = 0.363 samples = 21 value = [16, 5] class = default 6593->6619 6595 average_token_length <= 4.183 gini = 0.32 samples = 45 value = [9, 36] class = no default 6594->6595 6610 kw_avg_avg <= 3390.111 gini = 0.483 samples = 22 value = [13, 9] class = default 6594->6610 6596 gini = 0.0 samples = 3 value = [3, 0] class = default 6595->6596 6597 n_tokens_title <= 7.5 gini = 0.245 samples = 42 value = [6, 36] class = no default 6595->6597 6598 gini = 0.0 samples = 2 value = [2, 0] class = default 6597->6598 6599 LDA_02 <= 0.02 gini = 0.18 samples = 40 value = [4, 36] class = no default 6597->6599 6600 gini = 0.0 samples = 1 value = [1, 0] class = default 6599->6600 6601 global_rate_negative_words <= 0.043 gini = 0.142 samples = 39 value = [3, 36] class = no default 6599->6601 6602 kw_min_avg <= 3564.853 gini = 0.1 samples = 38 value = [2, 36] class = no default 6601->6602 6609 gini = 0.0 samples = 1 value = [1, 0] class = default 6601->6609 6603 num_keywords <= 6.5 gini = 0.053 samples = 37 value = [1, 36] class = no default 6602->6603 6608 gini = 0.0 samples = 1 value = [1, 0] class = default 6602->6608 6604 LDA_04 <= 0.389 gini = 0.444 samples = 3 value = [1, 2] class = no default 6603->6604 6607 gini = 0.0 samples = 34 value = [0, 34] class = no default 6603->6607 6605 gini = 0.0 samples = 1 value = [1, 0] class = default 6604->6605 6606 gini = 0.0 samples = 2 value = [0, 2] class = no default 6604->6606 6611 gini = 0.0 samples = 9 value = [9, 0] class = default 6610->6611 6612 kw_avg_avg <= 4544.9 gini = 0.426 samples = 13 value = [4, 9] class = no default 6610->6612 6613 global_subjectivity <= 0.634 gini = 0.298 samples = 11 value = [2, 9] class = no default 6612->6613 6618 gini = 0.0 samples = 2 value = [2, 0] class = default 6612->6618 6614 LDA_04 <= 0.272 gini = 0.18 samples = 10 value = [1, 9] class = no default 6613->6614 6617 gini = 0.0 samples = 1 value = [1, 0] class = default 6613->6617 6615 gini = 0.0 samples = 1 value = [1, 0] class = default 6614->6615 6616 gini = 0.0 samples = 9 value = [0, 9] class = no default 6614->6616 6620 LDA_02 <= 0.021 gini = 0.198 samples = 18 value = [16, 2] class = default 6619->6620 6623 gini = 0.0 samples = 3 value = [0, 3] class = no default 6619->6623 6621 gini = 0.0 samples = 2 value = [0, 2] class = no default 6620->6621 6622 gini = 0.0 samples = 16 value = [16, 0] class = default 6620->6622 6625 n_unique_tokens <= 0.414 gini = 0.494 samples = 9 value = [5, 4] class = default 6624->6625 6630 max_negative_polarity <= -0.146 gini = 0.145 samples = 38 value = [3, 35] class = no default 6624->6630 6626 gini = 0.0 samples = 3 value = [3, 0] class = default 6625->6626 6627 LDA_01 <= 0.031 gini = 0.444 samples = 6 value = [2, 4] class = no default 6625->6627 6628 gini = 0.0 samples = 4 value = [0, 4] class = no default 6627->6628 6629 gini = 0.0 samples = 2 value = [2, 0] class = default 6627->6629 6631 gini = 0.0 samples = 1 value = [1, 0] class = default 6630->6631 6632 self_reference_max_shares <= 2150.0 gini = 0.102 samples = 37 value = [2, 35] class = no default 6630->6632 6633 gini = 0.0 samples = 1 value = [1, 0] class = default 6632->6633 6634 LDA_02 <= 0.02 gini = 0.054 samples = 36 value = [1, 35] class = no default 6632->6634 6635 gini = 0.0 samples = 1 value = [1, 0] class = default 6634->6635 6636 gini = 0.0 samples = 35 value = [0, 35] class = no default 6634->6636 6638 gini = 0.0 samples = 2 value = [2, 0] class = default 6637->6638 6639 min_positive_polarity <= 0.225 gini = 0.083 samples = 46 value = [2, 44] class = no default 6637->6639 6640 global_sentiment_polarity <= 0.363 gini = 0.043 samples = 45 value = [1, 44] class = no default 6639->6640 6645 gini = 0.0 samples = 1 value = [1, 0] class = default 6639->6645 6641 gini = 0.0 samples = 43 value = [0, 43] class = no default 6640->6641 6642 num_self_hrefs <= 1.5 gini = 0.5 samples = 2 value = [1, 1] class = default 6640->6642 6643 gini = 0.0 samples = 1 value = [0, 1] class = no default 6642->6643 6644 gini = 0.0 samples = 1 value = [1, 0] class = default 6642->6644 6647 global_subjectivity <= 0.459 gini = 0.454 samples = 43 value = [28, 15] class = default 6646->6647 6662 self_reference_max_shares <= 2950.0 gini = 0.338 samples = 79 value = [17, 62] class = no default 6646->6662 6648 average_token_length <= 4.89 gini = 0.35 samples = 31 value = [24, 7] class = default 6647->6648 6657 rate_negative_words <= 0.188 gini = 0.444 samples = 12 value = [4, 8] class = no default 6647->6657 6649 global_rate_negative_words <= 0.028 gini = 0.1 samples = 19 value = [18, 1] class = default 6648->6649 6652 min_positive_polarity <= 0.081 gini = 0.5 samples = 12 value = [6, 6] class = default 6648->6652 6650 gini = 0.0 samples = 18 value = [18, 0] class = default 6649->6650 6651 gini = 0.0 samples = 1 value = [0, 1] class = no default 6649->6651 6653 num_imgs <= 4.5 gini = 0.375 samples = 8 value = [2, 6] class = no default 6652->6653 6656 gini = 0.0 samples = 4 value = [4, 0] class = default 6652->6656 6654 gini = 0.0 samples = 6 value = [0, 6] class = no default 6653->6654 6655 gini = 0.0 samples = 2 value = [2, 0] class = default 6653->6655 6658 gini = 0.0 samples = 3 value = [3, 0] class = default 6657->6658 6659 num_self_hrefs <= 5.5 gini = 0.198 samples = 9 value = [1, 8] class = no default 6657->6659 6660 gini = 0.0 samples = 8 value = [0, 8] class = no default 6659->6660 6661 gini = 0.0 samples = 1 value = [1, 0] class = default 6659->6661 6663 global_rate_negative_words <= 0.017 gini = 0.499 samples = 21 value = [11, 10] class = default 6662->6663 6674 self_reference_min_shares <= 6250.0 gini = 0.185 samples = 58 value = [6, 52] class = no default 6662->6674 6664 abs_title_sentiment_polarity <= 0.469 gini = 0.391 samples = 15 value = [11, 4] class = default 6663->6664 6673 gini = 0.0 samples = 6 value = [0, 6] class = no default 6663->6673 6665 n_tokens_title <= 14.5 gini = 0.26 samples = 13 value = [11, 2] class = default 6664->6665 6672 gini = 0.0 samples = 2 value = [0, 2] class = no default 6664->6672 6666 num_hrefs <= 3.0 gini = 0.153 samples = 12 value = [11, 1] class = default 6665->6666 6671 gini = 0.0 samples = 1 value = [0, 1] class = no default 6665->6671 6667 kw_avg_max <= 227326.25 gini = 0.5 samples = 2 value = [1, 1] class = default 6666->6667 6670 gini = 0.0 samples = 10 value = [10, 0] class = default 6666->6670 6668 gini = 0.0 samples = 1 value = [0, 1] class = no default 6667->6668 6669 gini = 0.0 samples = 1 value = [1, 0] class = default 6667->6669 6675 gini = 0.0 samples = 34 value = [0, 34] class = no default 6674->6675 6676 timedelta <= 330.0 gini = 0.375 samples = 24 value = [6, 18] class = no default 6674->6676 6677 min_negative_polarity <= -0.938 gini = 0.497 samples = 13 value = [6, 7] class = no default 6676->6677 6684 gini = 0.0 samples = 11 value = [0, 11] class = no default 6676->6684 6678 gini = 0.0 samples = 4 value = [0, 4] class = no default 6677->6678 6679 n_tokens_content <= 876.5 gini = 0.444 samples = 9 value = [6, 3] class = default 6677->6679 6680 global_sentiment_polarity <= 0.071 gini = 0.375 samples = 4 value = [1, 3] class = no default 6679->6680 6683 gini = 0.0 samples = 5 value = [5, 0] class = default 6679->6683 6681 gini = 0.0 samples = 1 value = [1, 0] class = default 6680->6681 6682 gini = 0.0 samples = 3 value = [0, 3] class = no default 6680->6682 6686 LDA_02 <= 0.588 gini = 0.438 samples = 3856 value = [1249, 2607] class = no default 6685->6686 7897 kw_avg_max <= 562383.344 gini = 0.316 samples = 604 value = [119, 485] class = no default 6685->7897 6687 data_channel_is_socmed <= 0.5 gini = 0.43 samples = 3716 value = [1165, 2551] class = no default 6686->6687 7852 kw_max_avg <= 5597.519 gini = 0.48 samples = 140 value = [84, 56] class = default 6686->7852 6688 kw_avg_avg <= 5398.803 gini = 0.44 samples = 3353 value = [1098, 2255] class = no default 6687->6688 7767 LDA_00 <= 0.203 gini = 0.301 samples = 363 value = [67, 296] class = no default 6687->7767 6689 n_unique_tokens <= 0.641 gini = 0.451 samples = 2950 value = [1015, 1935] class = no default 6688->6689 7658 timedelta <= 515.0 gini = 0.327 samples = 403 value = [83, 320] class = no default 6688->7658 6690 global_rate_positive_words <= 0.018 gini = 0.436 samples = 2149 value = [691, 1458] class = no default 6689->6690 7371 kw_avg_max <= 400864.578 gini = 0.482 samples = 801 value = [324, 477] class = no default 6689->7371 6691 LDA_02 <= 0.029 gini = 0.5 samples = 120 value = [61, 59] class = default 6690->6691 6732 self_reference_min_shares <= 10450.0 gini = 0.428 samples = 2029 value = [630, 1399] class = no default 6690->6732 6692 self_reference_avg_sharess <= 43250.0 gini = 0.32 samples = 35 value = [7, 28] class = no default 6691->6692 6705 kw_min_avg <= 227.0 gini = 0.463 samples = 85 value = [54, 31] class = default 6691->6705 6693 kw_max_avg <= 13218.406 gini = 0.219 samples = 32 value = [4, 28] class = no default 6692->6693 6704 gini = 0.0 samples = 3 value = [3, 0] class = default 6692->6704 6694 average_token_length <= 5.856 gini = 0.175 samples = 31 value = [3, 28] class = no default 6693->6694 6703 gini = 0.0 samples = 1 value = [1, 0] class = default 6693->6703 6695 num_hrefs <= 21.5 gini = 0.124 samples = 30 value = [2, 28] class = no default 6694->6695 6702 gini = 0.0 samples = 1 value = [1, 0] class = default 6694->6702 6696 gini = 0.0 samples = 23 value = [0, 23] class = no default 6695->6696 6697 LDA_02 <= 0.025 gini = 0.408 samples = 7 value = [2, 5] class = no default 6695->6697 6698 gini = 0.0 samples = 4 value = [0, 4] class = no default 6697->6698 6699 num_hrefs <= 40.5 gini = 0.444 samples = 3 value = [2, 1] class = default 6697->6699 6700 gini = 0.0 samples = 2 value = [2, 0] class = default 6699->6700 6701 gini = 0.0 samples = 1 value = [0, 1] class = no default 6699->6701 6706 timedelta <= 412.0 gini = 0.43 samples = 16 value = [5, 11] class = no default 6705->6706 6711 LDA_01 <= 0.04 gini = 0.412 samples = 69 value = [49, 20] class = default 6705->6711 6707 LDA_02 <= 0.029 gini = 0.153 samples = 12 value = [1, 11] class = no default 6706->6707 6710 gini = 0.0 samples = 4 value = [4, 0] class = default 6706->6710 6708 gini = 0.0 samples = 1 value = [1, 0] class = default 6707->6708 6709 gini = 0.0 samples = 11 value = [0, 11] class = no default 6707->6709 6712 weekday_is_thursday <= 0.5 gini = 0.493 samples = 43 value = [24, 19] class = default 6711->6712 6729 kw_avg_avg <= 2930.817 gini = 0.074 samples = 26 value = [25, 1] class = default 6711->6729 6713 self_reference_max_shares <= 3850.0 gini = 0.496 samples = 35 value = [16, 19] class = no default 6712->6713 6728 gini = 0.0 samples = 8 value = [8, 0] class = default 6712->6728 6714 LDA_04 <= 0.64 gini = 0.375 samples = 12 value = [9, 3] class = default 6713->6714 6719 LDA_04 <= 0.67 gini = 0.423 samples = 23 value = [7, 16] class = no default 6713->6719 6715 LDA_02 <= 0.529 gini = 0.18 samples = 10 value = [9, 1] class = default 6714->6715 6718 gini = 0.0 samples = 2 value = [0, 2] class = no default 6714->6718 6716 gini = 0.0 samples = 9 value = [9, 0] class = default 6715->6716 6717 gini = 0.0 samples = 1 value = [0, 1] class = no default 6715->6717 6720 timedelta <= 451.5 gini = 0.219 samples = 16 value = [2, 14] class = no default 6719->6720 6725 kw_avg_avg <= 3037.891 gini = 0.408 samples = 7 value = [5, 2] class = default 6719->6725 6721 min_positive_polarity <= 0.056 gini = 0.124 samples = 15 value = [1, 14] class = no default 6720->6721 6724 gini = 0.0 samples = 1 value = [1, 0] class = default 6720->6724 6722 gini = 0.0 samples = 1 value = [1, 0] class = default 6721->6722 6723 gini = 0.0 samples = 14 value = [0, 14] class = no default 6721->6723 6726 gini = 0.0 samples = 2 value = [0, 2] class = no default 6725->6726 6727 gini = 0.0 samples = 5 value = [5, 0] class = default 6725->6727 6730 gini = 0.0 samples = 1 value = [0, 1] class = no default 6729->6730 6731 gini = 0.0 samples = 25 value = [25, 0] class = default 6729->6731 6733 data_channel_is_lifestyle <= 0.5 gini = 0.443 samples = 1610 value = [533, 1077] class = no default 6732->6733 7262 kw_min_max <= 82600.0 gini = 0.356 samples = 419 value = [97, 322] class = no default 6732->7262 6734 LDA_00 <= 0.8 gini = 0.433 samples = 1434 value = [455, 979] class = no default 6733->6734 7209 title_subjectivity <= 0.725 gini = 0.494 samples = 176 value = [78, 98] class = no default 6733->7209 6735 global_rate_positive_words <= 0.02 gini = 0.44 samples = 1335 value = [437, 898] class = no default 6734->6735 7180 rate_negative_words <= 0.458 gini = 0.298 samples = 99 value = [18, 81] class = no default 6734->7180 6736 max_positive_polarity <= 0.467 gini = 0.145 samples = 38 value = [3, 35] class = no default 6735->6736 6743 data_channel_is_tech <= 0.5 gini = 0.445 samples = 1297 value = [434, 863] class = no default 6735->6743 6737 title_subjectivity <= 0.167 gini = 0.444 samples = 3 value = [2, 1] class = default 6736->6737 6740 self_reference_min_shares <= 9400.0 gini = 0.056 samples = 35 value = [1, 34] class = no default 6736->6740 6738 gini = 0.0 samples = 2 value = [2, 0] class = default 6737->6738 6739 gini = 0.0 samples = 1 value = [0, 1] class = no default 6737->6739 6741 gini = 0.0 samples = 34 value = [0, 34] class = no default 6740->6741 6742 gini = 0.0 samples = 1 value = [1, 0] class = default 6740->6742 6744 LDA_04 <= 0.325 gini = 0.462 samples = 897 value = [325, 572] class = no default 6743->6744 7065 min_negative_polarity <= -0.296 gini = 0.396 samples = 400 value = [109, 291] class = no default 6743->7065 6745 global_sentiment_polarity <= 0.112 gini = 0.449 samples = 788 value = [268, 520] class = no default 6744->6745 7020 self_reference_max_shares <= 4050.0 gini = 0.499 samples = 109 value = [57, 52] class = default 6744->7020 6746 global_sentiment_polarity <= 0.09 gini = 0.482 samples = 326 value = [132, 194] class = no default 6745->6746 6861 kw_avg_max <= 45307.143 gini = 0.415 samples = 462 value = [136, 326] class = no default 6745->6861 6747 timedelta <= 613.5 gini = 0.461 samples = 252 value = [91, 161] class = no default 6746->6747 6830 kw_avg_min <= 112.306 gini = 0.494 samples = 74 value = [41, 33] class = default 6746->6830 6748 n_non_stop_unique_tokens <= 0.552 gini = 0.476 samples = 231 value = [90, 141] class = no default 6747->6748 6825 self_reference_max_shares <= 24650.0 gini = 0.091 samples = 21 value = [1, 20] class = no default 6747->6825 6749 gini = 0.0 samples = 5 value = [5, 0] class = default 6748->6749 6750 kw_avg_min <= 4.397 gini = 0.469 samples = 226 value = [85, 141] class = no default 6748->6750 6751 gini = 0.0 samples = 4 value = [4, 0] class = default 6750->6751 6752 timedelta <= 500.5 gini = 0.463 samples = 222 value = [81, 141] class = no default 6750->6752 6753 global_rate_negative_words <= 0.013 gini = 0.441 samples = 189 value = [62, 127] class = no default 6752->6753 6810 kw_avg_max <= 290157.141 gini = 0.489 samples = 33 value = [19, 14] class = default 6752->6810 6754 gini = 0.0 samples = 21 value = [0, 21] class = no default 6753->6754 6755 average_token_length <= 5.022 gini = 0.466 samples = 168 value = [62, 106] class = no default 6753->6755 6756 kw_avg_avg <= 5252.054 gini = 0.437 samples = 152 value = [49, 103] class = no default 6755->6756 6805 kw_avg_min <= 318.183 gini = 0.305 samples = 16 value = [13, 3] class = default 6755->6805 6757 rate_positive_words <= 0.598 gini = 0.423 samples = 148 value = [45, 103] class = no default 6756->6757 6804 gini = 0.0 samples = 4 value = [4, 0] class = default 6756->6804 6758 n_unique_tokens <= 0.627 gini = 0.334 samples = 85 value = [18, 67] class = no default 6757->6758 6783 self_reference_min_shares <= 5200.0 gini = 0.49 samples = 63 value = [27, 36] class = no default 6757->6783 6759 LDA_01 <= 0.564 gini = 0.278 samples = 78 value = [13, 65] class = no default 6758->6759 6780 n_unique_tokens <= 0.636 gini = 0.408 samples = 7 value = [5, 2] class = default 6758->6780 6760 kw_max_avg <= 9306.912 gini = 0.248 samples = 76 value = [11, 65] class = no default 6759->6760 6779 gini = 0.0 samples = 2 value = [2, 0] class = default 6759->6779 6761 avg_negative_polarity <= -0.492 gini = 0.182 samples = 69 value = [7, 62] class = no default 6760->6761 6776 rate_negative_words <= 0.437 gini = 0.49 samples = 7 value = [4, 3] class = default 6760->6776 6762 kw_max_min <= 477.5 gini = 0.5 samples = 6 value = [3, 3] class = default 6761->6762 6765 num_keywords <= 3.5 gini = 0.119 samples = 63 value = [4, 59] class = no default 6761->6765 6763 gini = 0.0 samples = 3 value = [0, 3] class = no default 6762->6763 6764 gini = 0.0 samples = 3 value = [3, 0] class = default 6762->6764 6766 gini = 0.0 samples = 1 value = [1, 0] class = default 6765->6766 6767 num_self_hrefs <= 4.5 gini = 0.092 samples = 62 value = [3, 59] class = no default 6765->6767 6768 title_subjectivity <= 0.95 gini = 0.034 samples = 57 value = [1, 56] class = no default 6767->6768 6773 rate_negative_words <= 0.472 gini = 0.48 samples = 5 value = [2, 3] class = no default 6767->6773 6769 gini = 0.0 samples = 53 value = [0, 53] class = no default 6768->6769 6770 timedelta <= 311.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 6768->6770 6771 gini = 0.0 samples = 3 value = [0, 3] class = no default 6770->6771 6772 gini = 0.0 samples = 1 value = [1, 0] class = default 6770->6772 6774 gini = 0.0 samples = 3 value = [0, 3] class = no default 6773->6774 6775 gini = 0.0 samples = 2 value = [2, 0] class = default 6773->6775 6777 gini = 0.0 samples = 3 value = [0, 3] class = no default 6776->6777 6778 gini = 0.0 samples = 4 value = [4, 0] class = default 6776->6778 6781 gini = 0.0 samples = 5 value = [5, 0] class = default 6780->6781 6782 gini = 0.0 samples = 2 value = [0, 2] class = no default 6780->6782 6784 title_subjectivity <= 0.634 gini = 0.496 samples = 46 value = [25, 21] class = default 6783->6784 6801 title_subjectivity <= 0.767 gini = 0.208 samples = 17 value = [2, 15] class = no default 6783->6801 6785 LDA_02 <= 0.027 gini = 0.451 samples = 35 value = [23, 12] class = default 6784->6785 6798 global_rate_positive_words <= 0.057 gini = 0.298 samples = 11 value = [2, 9] class = no default 6784->6798 6786 kw_min_max <= 2724.0 gini = 0.473 samples = 13 value = [5, 8] class = no default 6785->6786 6791 kw_min_max <= 56100.0 gini = 0.298 samples = 22 value = [18, 4] class = default 6785->6791 6787 gini = 0.0 samples = 7 value = [0, 7] class = no default 6786->6787 6788 avg_negative_polarity <= -0.319 gini = 0.278 samples = 6 value = [5, 1] class = default 6786->6788 6789 gini = 0.0 samples = 5 value = [5, 0] class = default 6788->6789 6790 gini = 0.0 samples = 1 value = [0, 1] class = no default 6788->6790 6792 LDA_02 <= 0.321 gini = 0.18 samples = 20 value = [18, 2] class = default 6791->6792 6797 gini = 0.0 samples = 2 value = [0, 2] class = no default 6791->6797 6793 gini = 0.0 samples = 17 value = [17, 0] class = default 6792->6793 6794 max_negative_polarity <= -0.113 gini = 0.444 samples = 3 value = [1, 2] class = no default 6792->6794 6795 gini = 0.0 samples = 2 value = [0, 2] class = no default 6794->6795 6796 gini = 0.0 samples = 1 value = [1, 0] class = default 6794->6796 6799 gini = 0.0 samples = 9 value = [0, 9] class = no default 6798->6799 6800 gini = 0.0 samples = 2 value = [2, 0] class = default 6798->6800 6802 gini = 0.0 samples = 15 value = [0, 15] class = no default 6801->6802 6803 gini = 0.0 samples = 2 value = [2, 0] class = default 6801->6803 6806 kw_max_avg <= 11121.251 gini = 0.133 samples = 14 value = [13, 1] class = default 6805->6806 6809 gini = 0.0 samples = 2 value = [0, 2] class = no default 6805->6809 6807 gini = 0.0 samples = 13 value = [13, 0] class = default 6806->6807 6808 gini = 0.0 samples = 1 value = [0, 1] class = no default 6806->6808 6811 LDA_03 <= 0.886 gini = 0.219 samples = 8 value = [1, 7] class = no default 6810->6811 6814 global_rate_negative_words <= 0.032 gini = 0.403 samples = 25 value = [18, 7] class = default 6810->6814 6812 gini = 0.0 samples = 7 value = [0, 7] class = no default 6811->6812 6813 gini = 0.0 samples = 1 value = [1, 0] class = default 6811->6813 6815 average_token_length <= 4.309 gini = 0.266 samples = 19 value = [16, 3] class = default 6814->6815 6820 LDA_00 <= 0.087 gini = 0.444 samples = 6 value = [2, 4] class = no default 6814->6820 6816 avg_positive_polarity <= 0.349 gini = 0.375 samples = 4 value = [1, 3] class = no default 6815->6816 6819 gini = 0.0 samples = 15 value = [15, 0] class = default 6815->6819 6817 gini = 0.0 samples = 3 value = [0, 3] class = no default 6816->6817 6818 gini = 0.0 samples = 1 value = [1, 0] class = default 6816->6818 6821 global_rate_negative_words <= 0.037 gini = 0.444 samples = 3 value = [2, 1] class = default 6820->6821 6824 gini = 0.0 samples = 3 value = [0, 3] class = no default 6820->6824 6822 gini = 0.0 samples = 1 value = [0, 1] class = no default 6821->6822 6823 gini = 0.0 samples = 2 value = [2, 0] class = default 6821->6823 6826 gini = 0.0 samples = 19 value = [0, 19] class = no default 6825->6826 6827 rate_positive_words <= 0.617 gini = 0.5 samples = 2 value = [1, 1] class = default 6825->6827 6828 gini = 0.0 samples = 1 value = [1, 0] class = default 6827->6828 6829 gini = 0.0 samples = 1 value = [0, 1] class = no default 6827->6829 6831 self_reference_max_shares <= 5150.0 gini = 0.355 samples = 13 value = [3, 10] class = no default 6830->6831 6836 global_rate_negative_words <= 0.031 gini = 0.47 samples = 61 value = [38, 23] class = default 6830->6836 6832 gini = 0.0 samples = 9 value = [0, 9] class = no default 6831->6832 6833 kw_avg_max <= 358825.0 gini = 0.375 samples = 4 value = [3, 1] class = default 6831->6833 6834 gini = 0.0 samples = 1 value = [0, 1] class = no default 6833->6834 6835 gini = 0.0 samples = 3 value = [3, 0] class = default 6833->6835 6837 global_rate_negative_words <= 0.024 gini = 0.493 samples = 52 value = [29, 23] class = default 6836->6837 6860 gini = 0.0 samples = 9 value = [9, 0] class = default 6836->6860 6838 abs_title_subjectivity <= 0.214 gini = 0.463 samples = 44 value = [28, 16] class = default 6837->6838 6857 average_token_length <= 4.385 gini = 0.219 samples = 8 value = [1, 7] class = no default 6837->6857 6839 kw_avg_max <= 297102.672 gini = 0.459 samples = 14 value = [5, 9] class = no default 6838->6839 6846 global_rate_negative_words <= 0.016 gini = 0.358 samples = 30 value = [23, 7] class = default 6838->6846 6840 rate_positive_words <= 0.657 gini = 0.408 samples = 7 value = [5, 2] class = default 6839->6840 6845 gini = 0.0 samples = 7 value = [0, 7] class = no default 6839->6845 6841 avg_negative_polarity <= -0.353 gini = 0.444 samples = 3 value = [1, 2] class = no default 6840->6841 6844 gini = 0.0 samples = 4 value = [4, 0] class = default 6840->6844 6842 gini = 0.0 samples = 1 value = [1, 0] class = default 6841->6842 6843 gini = 0.0 samples = 2 value = [0, 2] class = no default 6841->6843 6847 n_non_stop_unique_tokens <= 0.716 gini = 0.497 samples = 13 value = [7, 6] class = default 6846->6847 6854 kw_avg_max <= 33074.999 gini = 0.111 samples = 17 value = [16, 1] class = default 6846->6854 6848 LDA_03 <= 0.416 gini = 0.375 samples = 8 value = [2, 6] class = no default 6847->6848 6853 gini = 0.0 samples = 5 value = [5, 0] class = default 6847->6853 6849 global_sentiment_polarity <= 0.106 gini = 0.444 samples = 3 value = [2, 1] class = default 6848->6849 6852 gini = 0.0 samples = 5 value = [0, 5] class = no default 6848->6852 6850 gini = 0.0 samples = 2 value = [2, 0] class = default 6849->6850 6851 gini = 0.0 samples = 1 value = [0, 1] class = no default 6849->6851 6855 gini = 0.0 samples = 1 value = [0, 1] class = no default 6854->6855 6856 gini = 0.0 samples = 16 value = [16, 0] class = default 6854->6856 6858 gini = 0.0 samples = 1 value = [1, 0] class = default 6857->6858 6859 gini = 0.0 samples = 7 value = [0, 7] class = no default 6857->6859 6862 n_non_stop_unique_tokens <= 0.582 gini = 0.219 samples = 8 value = [7, 1] class = default 6861->6862 6865 kw_avg_avg <= 5371.468 gini = 0.407 samples = 454 value = [129, 325] class = no default 6861->6865 6863 gini = 0.0 samples = 1 value = [0, 1] class = no default 6862->6863 6864 gini = 0.0 samples = 7 value = [7, 0] class = default 6862->6864 6866 num_videos <= 11.5 gini = 0.4 samples = 449 value = [124, 325] class = no default 6865->6866 7019 gini = 0.0 samples = 5 value = [5, 0] class = default 6865->7019 6867 LDA_03 <= 0.899 gini = 0.412 samples = 423 value = [123, 300] class = no default 6866->6867 7016 LDA_04 <= 0.021 gini = 0.074 samples = 26 value = [1, 25] class = no default 6866->7016 6868 global_rate_positive_words <= 0.101 gini = 0.397 samples = 392 value = [107, 285] class = no default 6867->6868 7001 global_rate_positive_words <= 0.049 gini = 0.499 samples = 31 value = [16, 15] class = default 6867->7001 6869 title_subjectivity <= 0.73 gini = 0.393 samples = 390 value = [105, 285] class = no default 6868->6869 7000 gini = 0.0 samples = 2 value = [2, 0] class = default 6868->7000 6870 rate_positive_words <= 0.803 gini = 0.415 samples = 323 value = [95, 228] class = no default 6869->6870 6973 timedelta <= 57.0 gini = 0.254 samples = 67 value = [10, 57] class = no default 6869->6973 6871 kw_avg_min <= 339.814 gini = 0.455 samples = 186 value = [65, 121] class = no default 6870->6871 6934 n_non_stop_unique_tokens <= 0.671 gini = 0.342 samples = 137 value = [30, 107] class = no default 6870->6934 6872 kw_avg_avg <= 3432.657 gini = 0.476 samples = 156 value = [61, 95] class = no default 6871->6872 6927 LDA_03 <= 0.064 gini = 0.231 samples = 30 value = [4, 26] class = no default 6871->6927 6873 LDA_02 <= 0.025 gini = 0.305 samples = 32 value = [6, 26] class = no default 6872->6873 6884 timedelta <= 42.0 gini = 0.494 samples = 124 value = [55, 69] class = no default 6872->6884 6874 gini = 0.0 samples = 2 value = [2, 0] class = default 6873->6874 6875 num_imgs <= 16.0 gini = 0.231 samples = 30 value = [4, 26] class = no default 6873->6875 6876 kw_avg_max <= 547283.344 gini = 0.185 samples = 29 value = [3, 26] class = no default 6875->6876 6883 gini = 0.0 samples = 1 value = [1, 0] class = default 6875->6883 6877 avg_positive_polarity <= 0.334 gini = 0.133 samples = 28 value = [2, 26] class = no default 6876->6877 6882 gini = 0.0 samples = 1 value = [1, 0] class = default 6876->6882 6878 LDA_04 <= 0.04 gini = 0.5 samples = 4 value = [2, 2] class = default 6877->6878 6881 gini = 0.0 samples = 24 value = [0, 24] class = no default 6877->6881 6879 gini = 0.0 samples = 2 value = [0, 2] class = no default 6878->6879 6880 gini = 0.0 samples = 2 value = [2, 0] class = default 6878->6880 6885 gini = 0.0 samples = 7 value = [0, 7] class = no default 6884->6885 6886 kw_max_avg <= 6842.371 gini = 0.498 samples = 117 value = [55, 62] class = no default 6884->6886 6887 num_self_hrefs <= 4.5 gini = 0.486 samples = 53 value = [31, 22] class = default 6886->6887 6906 LDA_01 <= 0.486 gini = 0.469 samples = 64 value = [24, 40] class = no default 6886->6906 6888 LDA_03 <= 0.828 gini = 0.465 samples = 49 value = [31, 18] class = default 6887->6888 6905 gini = 0.0 samples = 4 value = [0, 4] class = no default 6887->6905 6889 max_negative_polarity <= -0.073 gini = 0.399 samples = 40 value = [29, 11] class = default 6888->6889 6902 self_reference_min_shares <= 7000.0 gini = 0.346 samples = 9 value = [2, 7] class = no default 6888->6902 6890 n_unique_tokens <= 0.637 gini = 0.231 samples = 30 value = [26, 4] class = default 6889->6890 6899 n_tokens_title <= 9.5 gini = 0.42 samples = 10 value = [3, 7] class = no default 6889->6899 6891 LDA_04 <= 0.215 gini = 0.185 samples = 29 value = [26, 3] class = default 6890->6891 6898 gini = 0.0 samples = 1 value = [0, 1] class = no default 6890->6898 6892 title_subjectivity <= 0.633 gini = 0.133 samples = 28 value = [26, 2] class = default 6891->6892 6897 gini = 0.0 samples = 1 value = [0, 1] class = no default 6891->6897 6893 global_subjectivity <= 0.665 gini = 0.071 samples = 27 value = [26, 1] class = default 6892->6893 6896 gini = 0.0 samples = 1 value = [0, 1] class = no default 6892->6896 6894 gini = 0.0 samples = 26 value = [26, 0] class = default 6893->6894 6895 gini = 0.0 samples = 1 value = [0, 1] class = no default 6893->6895 6900 gini = 0.0 samples = 3 value = [3, 0] class = default 6899->6900 6901 gini = 0.0 samples = 7 value = [0, 7] class = no default 6899->6901 6903 gini = 0.0 samples = 7 value = [0, 7] class = no default 6902->6903 6904 gini = 0.0 samples = 2 value = [2, 0] class = default 6902->6904 6907 LDA_01 <= 0.173 gini = 0.444 samples = 60 value = [20, 40] class = no default 6906->6907 6926 gini = 0.0 samples = 4 value = [4, 0] class = default 6906->6926 6908 kw_max_avg <= 7406.977 gini = 0.491 samples = 46 value = [20, 26] class = no default 6907->6908 6925 gini = 0.0 samples = 14 value = [0, 14] class = no default 6907->6925 6909 global_subjectivity <= 0.406 gini = 0.153 samples = 12 value = [1, 11] class = no default 6908->6909 6912 global_rate_positive_words <= 0.052 gini = 0.493 samples = 34 value = [19, 15] class = default 6908->6912 6910 gini = 0.0 samples = 1 value = [1, 0] class = default 6909->6910 6911 gini = 0.0 samples = 11 value = [0, 11] class = no default 6909->6911 6913 kw_avg_max <= 287663.891 gini = 0.397 samples = 22 value = [16, 6] class = default 6912->6913 6920 kw_max_avg <= 7913.816 gini = 0.375 samples = 12 value = [3, 9] class = no default 6912->6920 6914 num_hrefs <= 8.5 gini = 0.408 samples = 7 value = [2, 5] class = no default 6913->6914 6917 LDA_04 <= 0.177 gini = 0.124 samples = 15 value = [14, 1] class = default 6913->6917 6915 gini = 0.0 samples = 2 value = [2, 0] class = default 6914->6915 6916 gini = 0.0 samples = 5 value = [0, 5] class = no default 6914->6916 6918 gini = 0.0 samples = 14 value = [14, 0] class = default 6917->6918 6919 gini = 0.0 samples = 1 value = [0, 1] class = no default 6917->6919 6921 num_hrefs <= 18.0 gini = 0.375 samples = 4 value = [3, 1] class = default 6920->6921 6924 gini = 0.0 samples = 8 value = [0, 8] class = no default 6920->6924 6922 gini = 0.0 samples = 3 value = [3, 0] class = default 6921->6922 6923 gini = 0.0 samples = 1 value = [0, 1] class = no default 6921->6923 6928 global_rate_positive_words <= 0.047 gini = 0.375 samples = 4 value = [3, 1] class = default 6927->6928 6931 avg_negative_polarity <= -0.397 gini = 0.074 samples = 26 value = [1, 25] class = no default 6927->6931 6929 gini = 0.0 samples = 1 value = [0, 1] class = no default 6928->6929 6930 gini = 0.0 samples = 3 value = [3, 0] class = default 6928->6930 6932 gini = 0.0 samples = 1 value = [1, 0] class = default 6931->6932 6933 gini = 0.0 samples = 25 value = [0, 25] class = no default 6931->6933 6935 num_keywords <= 5.5 gini = 0.14 samples = 53 value = [4, 49] class = no default 6934->6935 6944 n_non_stop_unique_tokens <= 0.723 gini = 0.427 samples = 84 value = [26, 58] class = no default 6934->6944 6936 global_rate_negative_words <= 0.007 gini = 0.5 samples = 6 value = [3, 3] class = default 6935->6936 6939 num_self_hrefs <= 6.5 gini = 0.042 samples = 47 value = [1, 46] class = no default 6935->6939 6937 gini = 0.0 samples = 3 value = [0, 3] class = no default 6936->6937 6938 gini = 0.0 samples = 3 value = [3, 0] class = default 6936->6938 6940 gini = 0.0 samples = 45 value = [0, 45] class = no default 6939->6940 6941 global_subjectivity <= 0.546 gini = 0.5 samples = 2 value = [1, 1] class = default 6939->6941 6942 gini = 0.0 samples = 1 value = [1, 0] class = default 6941->6942 6943 gini = 0.0 samples = 1 value = [0, 1] class = no default 6941->6943 6945 weekday_is_wednesday <= 0.5 gini = 0.495 samples = 40 value = [18, 22] class = no default 6944->6945 6960 n_unique_tokens <= 0.635 gini = 0.298 samples = 44 value = [8, 36] class = no default 6944->6960 6946 global_subjectivity <= 0.413 gini = 0.492 samples = 32 value = [18, 14] class = default 6945->6946 6959 gini = 0.0 samples = 8 value = [0, 8] class = no default 6945->6959 6947 n_tokens_content <= 332.0 gini = 0.32 samples = 10 value = [2, 8] class = no default 6946->6947 6950 kw_max_avg <= 8965.205 gini = 0.397 samples = 22 value = [16, 6] class = default 6946->6950 6948 gini = 0.0 samples = 8 value = [0, 8] class = no default 6947->6948 6949 gini = 0.0 samples = 2 value = [2, 0] class = default 6947->6949 6951 kw_max_avg <= 4975.993 gini = 0.32 samples = 20 value = [16, 4] class = default 6950->6951 6958 gini = 0.0 samples = 2 value = [0, 2] class = no default 6950->6958 6952 rate_negative_words <= 0.101 gini = 0.48 samples = 5 value = [2, 3] class = no default 6951->6952 6955 n_unique_tokens <= 0.611 gini = 0.124 samples = 15 value = [14, 1] class = default 6951->6955 6953 gini = 0.0 samples = 2 value = [2, 0] class = default 6952->6953 6954 gini = 0.0 samples = 3 value = [0, 3] class = no default 6952->6954 6956 gini = 0.0 samples = 14 value = [14, 0] class = default 6955->6956 6957 gini = 0.0 samples = 1 value = [0, 1] class = no default 6955->6957 6961 global_rate_positive_words <= 0.04 gini = 0.188 samples = 38 value = [4, 34] class = no default 6960->6961 6970 abs_title_subjectivity <= 0.364 gini = 0.444 samples = 6 value = [4, 2] class = default 6960->6970 6962 kw_min_max <= 2450.0 gini = 0.444 samples = 12 value = [4, 8] class = no default 6961->6962 6969 gini = 0.0 samples = 26 value = [0, 26] class = no default 6961->6969 6963 num_hrefs <= 4.5 gini = 0.444 samples = 6 value = [4, 2] class = default 6962->6963 6968 gini = 0.0 samples = 6 value = [0, 6] class = no default 6962->6968 6964 kw_avg_min <= 67.513 gini = 0.444 samples = 3 value = [1, 2] class = no default 6963->6964 6967 gini = 0.0 samples = 3 value = [3, 0] class = default 6963->6967 6965 gini = 0.0 samples = 1 value = [1, 0] class = default 6964->6965 6966 gini = 0.0 samples = 2 value = [0, 2] class = no default 6964->6966 6971 gini = 0.0 samples = 4 value = [4, 0] class = default 6970->6971 6972 gini = 0.0 samples = 2 value = [0, 2] class = no default 6970->6972 6974 n_unique_tokens <= 0.552 gini = 0.48 samples = 5 value = [3, 2] class = default 6973->6974 6977 n_tokens_title <= 5.5 gini = 0.2 samples = 62 value = [7, 55] class = no default 6973->6977 6975 gini = 0.0 samples = 2 value = [0, 2] class = no default 6974->6975 6976 gini = 0.0 samples = 3 value = [3, 0] class = default 6974->6976 6978 gini = 0.0 samples = 1 value = [1, 0] class = default 6977->6978 6979 max_negative_polarity <= -0.444 gini = 0.177 samples = 61 value = [6, 55] class = no default 6977->6979 6980 gini = 0.0 samples = 1 value = [1, 0] class = default 6979->6980 6981 LDA_03 <= 0.025 gini = 0.153 samples = 60 value = [5, 55] class = no default 6979->6981 6982 gini = 0.0 samples = 1 value = [1, 0] class = default 6981->6982 6983 min_positive_polarity <= 0.225 gini = 0.126 samples = 59 value = [4, 55] class = no default 6981->6983 6984 num_self_hrefs <= 9.5 gini = 0.1 samples = 57 value = [3, 54] class = no default 6983->6984 6997 global_rate_negative_words <= 0.009 gini = 0.5 samples = 2 value = [1, 1] class = default 6983->6997 6985 LDA_01 <= 0.496 gini = 0.07 samples = 55 value = [2, 53] class = no default 6984->6985 6994 kw_avg_max <= 363120.0 gini = 0.5 samples = 2 value = [1, 1] class = default 6984->6994 6986 global_rate_negative_words <= 0.033 gini = 0.037 samples = 53 value = [1, 52] class = no default 6985->6986 6991 max_negative_polarity <= -0.088 gini = 0.5 samples = 2 value = [1, 1] class = default 6985->6991 6987 gini = 0.0 samples = 51 value = [0, 51] class = no default 6986->6987 6988 rate_negative_words <= 0.42 gini = 0.5 samples = 2 value = [1, 1] class = default 6986->6988 6989 gini = 0.0 samples = 1 value = [1, 0] class = default 6988->6989 6990 gini = 0.0 samples = 1 value = [0, 1] class = no default 6988->6990 6992 gini = 0.0 samples = 1 value = [1, 0] class = default 6991->6992 6993 gini = 0.0 samples = 1 value = [0, 1] class = no default 6991->6993 6995 gini = 0.0 samples = 1 value = [1, 0] class = default 6994->6995 6996 gini = 0.0 samples = 1 value = [0, 1] class = no default 6994->6996 6998 gini = 0.0 samples = 1 value = [0, 1] class = no default 6997->6998 6999 gini = 0.0 samples = 1 value = [1, 0] class = default 6997->6999 7002 num_self_hrefs <= 3.5 gini = 0.463 samples = 22 value = [8, 14] class = no default 7001->7002 7013 average_token_length <= 4.467 gini = 0.198 samples = 9 value = [8, 1] class = default 7001->7013 7003 LDA_01 <= 0.025 gini = 0.36 samples = 17 value = [4, 13] class = no default 7002->7003 7010 title_sentiment_polarity <= 0.225 gini = 0.32 samples = 5 value = [4, 1] class = default 7002->7010 7004 LDA_03 <= 0.92 gini = 0.142 samples = 13 value = [1, 12] class = no default 7003->7004 7007 LDA_03 <= 0.9 gini = 0.375 samples = 4 value = [3, 1] class = default 7003->7007 7005 gini = 0.0 samples = 12 value = [0, 12] class = no default 7004->7005 7006 gini = 0.0 samples = 1 value = [1, 0] class = default 7004->7006 7008 gini = 0.0 samples = 1 value = [0, 1] class = no default 7007->7008 7009 gini = 0.0 samples = 3 value = [3, 0] class = default 7007->7009 7011 gini = 0.0 samples = 4 value = [4, 0] class = default 7010->7011 7012 gini = 0.0 samples = 1 value = [0, 1] class = no default 7010->7012 7014 gini = 0.0 samples = 1 value = [0, 1] class = no default 7013->7014 7015 gini = 0.0 samples = 8 value = [8, 0] class = default 7013->7015 7017 gini = 0.0 samples = 1 value = [1, 0] class = default 7016->7017 7018 gini = 0.0 samples = 25 value = [0, 25] class = no default 7016->7018 7021 kw_max_avg <= 5560.953 gini = 0.435 samples = 47 value = [32, 15] class = default 7020->7021 7038 num_keywords <= 7.5 gini = 0.481 samples = 62 value = [25, 37] class = no default 7020->7038 7022 num_keywords <= 6.5 gini = 0.499 samples = 27 value = [14, 13] class = default 7021->7022 7033 n_tokens_content <= 227.5 gini = 0.18 samples = 20 value = [18, 2] class = default 7021->7033 7023 LDA_02 <= 0.033 gini = 0.26 samples = 13 value = [11, 2] class = default 7022->7023 7028 kw_avg_min <= 417.455 gini = 0.337 samples = 14 value = [3, 11] class = no default 7022->7028 7024 gini = 0.0 samples = 1 value = [0, 1] class = no default 7023->7024 7025 abs_title_sentiment_polarity <= 0.273 gini = 0.153 samples = 12 value = [11, 1] class = default 7023->7025 7026 gini = 0.0 samples = 11 value = [11, 0] class = default 7025->7026 7027 gini = 0.0 samples = 1 value = [0, 1] class = no default 7025->7027 7029 num_hrefs <= 2.5 gini = 0.153 samples = 12 value = [1, 11] class = no default 7028->7029 7032 gini = 0.0 samples = 2 value = [2, 0] class = default 7028->7032 7030 gini = 0.0 samples = 1 value = [1, 0] class = default 7029->7030 7031 gini = 0.0 samples = 11 value = [0, 11] class = no default 7029->7031 7034 kw_max_avg <= 6675.887 gini = 0.444 samples = 3 value = [1, 2] class = no default 7033->7034 7037 gini = 0.0 samples = 17 value = [17, 0] class = default 7033->7037 7035 gini = 0.0 samples = 1 value = [1, 0] class = default 7034->7035 7036 gini = 0.0 samples = 2 value = [0, 2] class = no default 7034->7036 7039 LDA_01 <= 0.04 gini = 0.494 samples = 36 value = [20, 16] class = default 7038->7039 7054 timedelta <= 98.0 gini = 0.311 samples = 26 value = [5, 21] class = no default 7038->7054 7040 self_reference_min_shares <= 6150.0 gini = 0.386 samples = 23 value = [17, 6] class = default 7039->7040 7049 num_hrefs <= 3.5 gini = 0.355 samples = 13 value = [3, 10] class = no default 7039->7049 7041 kw_min_max <= 67500.0 gini = 0.124 samples = 15 value = [14, 1] class = default 7040->7041 7044 avg_negative_polarity <= -0.236 gini = 0.469 samples = 8 value = [3, 5] class = no default 7040->7044 7042 gini = 0.0 samples = 14 value = [14, 0] class = default 7041->7042 7043 gini = 0.0 samples = 1 value = [0, 1] class = no default 7041->7043 7045 gini = 0.0 samples = 4 value = [0, 4] class = no default 7044->7045 7046 kw_avg_max <= 271821.43 gini = 0.375 samples = 4 value = [3, 1] class = default 7044->7046 7047 gini = 0.0 samples = 1 value = [0, 1] class = no default 7046->7047 7048 gini = 0.0 samples = 3 value = [3, 0] class = default 7046->7048 7050 gini = 0.0 samples = 2 value = [2, 0] class = default 7049->7050 7051 avg_positive_polarity <= 0.203 gini = 0.165 samples = 11 value = [1, 10] class = no default 7049->7051 7052 gini = 0.0 samples = 1 value = [1, 0] class = default 7051->7052 7053 gini = 0.0 samples = 10 value = [0, 10] class = no default 7051->7053 7055 gini = 0.0 samples = 2 value = [2, 0] class = default 7054->7055 7056 self_reference_max_shares <= 37150.0 gini = 0.219 samples = 24 value = [3, 21] class = no default 7054->7056 7057 LDA_04 <= 0.577 gini = 0.091 samples = 21 value = [1, 20] class = no default 7056->7057 7062 weekday_is_thursday <= 0.5 gini = 0.444 samples = 3 value = [2, 1] class = default 7056->7062 7058 gini = 0.0 samples = 18 value = [0, 18] class = no default 7057->7058 7059 min_positive_polarity <= 0.118 gini = 0.444 samples = 3 value = [1, 2] class = no default 7057->7059 7060 gini = 0.0 samples = 1 value = [1, 0] class = default 7059->7060 7061 gini = 0.0 samples = 2 value = [0, 2] class = no default 7059->7061 7063 gini = 0.0 samples = 2 value = [2, 0] class = default 7062->7063 7064 gini = 0.0 samples = 1 value = [0, 1] class = no default 7062->7064 7066 self_reference_max_shares <= 3450.0 gini = 0.345 samples = 289 value = [64, 225] class = no default 7065->7066 7145 kw_avg_max <= 307826.781 gini = 0.482 samples = 111 value = [45, 66] class = no default 7065->7145 7067 LDA_02 <= 0.353 gini = 0.455 samples = 83 value = [29, 54] class = no default 7066->7067 7094 global_rate_positive_words <= 0.022 gini = 0.282 samples = 206 value = [35, 171] class = no default 7066->7094 7068 global_sentiment_polarity <= 0.115 gini = 0.419 samples = 77 value = [23, 54] class = no default 7067->7068 7093 gini = 0.0 samples = 6 value = [6, 0] class = default 7067->7093 7069 avg_positive_polarity <= 0.23 gini = 0.208 samples = 34 value = [4, 30] class = no default 7068->7069 7078 LDA_01 <= 0.04 gini = 0.493 samples = 43 value = [19, 24] class = no default 7068->7078 7070 rate_negative_words <= 0.481 gini = 0.444 samples = 3 value = [2, 1] class = default 7069->7070 7073 n_tokens_title <= 6.5 gini = 0.121 samples = 31 value = [2, 29] class = no default 7069->7073 7071 gini = 0.0 samples = 2 value = [2, 0] class = default 7070->7071 7072 gini = 0.0 samples = 1 value = [0, 1] class = no default 7070->7072 7074 gini = 0.0 samples = 1 value = [1, 0] class = default 7073->7074 7075 kw_min_min <= 110.5 gini = 0.064 samples = 30 value = [1, 29] class = no default 7073->7075 7076 gini = 0.0 samples = 29 value = [0, 29] class = no default 7075->7076 7077 gini = 0.0 samples = 1 value = [1, 0] class = default 7075->7077 7079 timedelta <= 130.5 gini = 0.431 samples = 35 value = [11, 24] class = no default 7078->7079 7092 gini = 0.0 samples = 8 value = [8, 0] class = default 7078->7092 7080 LDA_02 <= 0.029 gini = 0.42 samples = 10 value = [7, 3] class = default 7079->7080 7085 kw_avg_min <= 323.486 gini = 0.269 samples = 25 value = [4, 21] class = no default 7079->7085 7081 gini = 0.0 samples = 6 value = [6, 0] class = default 7080->7081 7082 global_rate_positive_words <= 0.03 gini = 0.375 samples = 4 value = [1, 3] class = no default 7080->7082 7083 gini = 0.0 samples = 1 value = [1, 0] class = default 7082->7083 7084 gini = 0.0 samples = 3 value = [0, 3] class = no default 7082->7084 7086 gini = 0.0 samples = 18 value = [0, 18] class = no default 7085->7086 7087 min_positive_polarity <= 0.118 gini = 0.49 samples = 7 value = [4, 3] class = default 7085->7087 7088 rate_positive_words <= 0.817 gini = 0.375 samples = 4 value = [1, 3] class = no default 7087->7088 7091 gini = 0.0 samples = 3 value = [3, 0] class = default 7087->7091 7089 gini = 0.0 samples = 3 value = [0, 3] class = no default 7088->7089 7090 gini = 0.0 samples = 1 value = [1, 0] class = default 7088->7090 7095 gini = 0.0 samples = 3 value = [3, 0] class = default 7094->7095 7096 self_reference_max_shares <= 13650.0 gini = 0.266 samples = 203 value = [32, 171] class = no default 7094->7096 7097 global_subjectivity <= 0.285 gini = 0.204 samples = 165 value = [19, 146] class = no default 7096->7097 7134 LDA_03 <= 0.04 gini = 0.45 samples = 38 value = [13, 25] class = no default 7096->7134 7098 gini = 0.0 samples = 2 value = [2, 0] class = default 7097->7098 7099 LDA_00 <= 0.025 gini = 0.187 samples = 163 value = [17, 146] class = no default 7097->7099 7100 global_rate_negative_words <= 0.018 gini = 0.363 samples = 42 value = [10, 32] class = no default 7099->7100 7113 self_reference_min_shares <= 10000.0 gini = 0.109 samples = 121 value = [7, 114] class = no default 7099->7113 7101 LDA_00 <= 0.024 gini = 0.153 samples = 24 value = [2, 22] class = no default 7100->7101 7104 avg_negative_polarity <= -0.377 gini = 0.494 samples = 18 value = [8, 10] class = no default 7100->7104 7102 gini = 0.0 samples = 22 value = [0, 22] class = no default 7101->7102 7103 gini = 0.0 samples = 2 value = [2, 0] class = default 7101->7103 7105 gini = 0.0 samples = 5 value = [0, 5] class = no default 7104->7105 7106 rate_negative_words <= 0.463 gini = 0.473 samples = 13 value = [8, 5] class = default 7104->7106 7107 kw_min_avg <= 2526.86 gini = 0.32 samples = 10 value = [8, 2] class = default 7106->7107 7112 gini = 0.0 samples = 3 value = [0, 3] class = no default 7106->7112 7108 gini = 0.0 samples = 7 value = [7, 0] class = default 7107->7108 7109 average_token_length <= 4.695 gini = 0.444 samples = 3 value = [1, 2] class = no default 7107->7109 7110 gini = 0.0 samples = 2 value = [0, 2] class = no default 7109->7110 7111 gini = 0.0 samples = 1 value = [1, 0] class = default 7109->7111 7114 n_unique_tokens <= 0.483 gini = 0.081 samples = 118 value = [5, 113] class = no default 7113->7114 7131 LDA_00 <= 0.395 gini = 0.444 samples = 3 value = [2, 1] class = default 7113->7131 7115 gini = 0.0 samples = 1 value = [1, 0] class = default 7114->7115 7116 kw_max_avg <= 13620.0 gini = 0.066 samples = 117 value = [4, 113] class = no default 7114->7116 7117 num_hrefs <= 21.0 gini = 0.05 samples = 116 value = [3, 113] class = no default 7116->7117 7130 gini = 0.0 samples = 1 value = [1, 0] class = default 7116->7130 7118 global_rate_positive_words <= 0.025 gini = 0.035 samples = 113 value = [2, 111] class = no default 7117->7118 7127 kw_min_min <= 1.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 7117->7127 7119 kw_max_min <= 503.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 7118->7119 7122 kw_max_avg <= 9599.2 gini = 0.018 samples = 110 value = [1, 109] class = no default 7118->7122 7120 gini = 0.0 samples = 2 value = [0, 2] class = no default 7119->7120 7121 gini = 0.0 samples = 1 value = [1, 0] class = default 7119->7121 7123 gini = 0.0 samples = 106 value = [0, 106] class = no default 7122->7123 7124 title_subjectivity <= 0.55 gini = 0.375 samples = 4 value = [1, 3] class = no default 7122->7124 7125 gini = 0.0 samples = 3 value = [0, 3] class = no default 7124->7125 7126 gini = 0.0 samples = 1 value = [1, 0] class = default 7124->7126 7128 gini = 0.0 samples = 2 value = [0, 2] class = no default 7127->7128 7129 gini = 0.0 samples = 1 value = [1, 0] class = default 7127->7129 7132 gini = 0.0 samples = 2 value = [2, 0] class = default 7131->7132 7133 gini = 0.0 samples = 1 value = [0, 1] class = no default 7131->7133 7135 timedelta <= 103.0 gini = 0.26 samples = 26 value = [4, 22] class = no default 7134->7135 7140 weekday_is_wednesday <= 0.5 gini = 0.375 samples = 12 value = [9, 3] class = default 7134->7140 7136 gini = 0.0 samples = 2 value = [2, 0] class = default 7135->7136 7137 avg_positive_polarity <= 0.425 gini = 0.153 samples = 24 value = [2, 22] class = no default 7135->7137 7138 gini = 0.0 samples = 22 value = [0, 22] class = no default 7137->7138 7139 gini = 0.0 samples = 2 value = [2, 0] class = default 7137->7139 7141 gini = 0.0 samples = 8 value = [8, 0] class = default 7140->7141 7142 LDA_03 <= 0.12 gini = 0.375 samples = 4 value = [1, 3] class = no default 7140->7142 7143 gini = 0.0 samples = 1 value = [1, 0] class = default 7142->7143 7144 gini = 0.0 samples = 3 value = [0, 3] class = no default 7142->7144 7146 avg_negative_polarity <= -0.204 gini = 0.419 samples = 67 value = [20, 47] class = no default 7145->7146 7167 kw_avg_avg <= 2983.437 gini = 0.491 samples = 44 value = [25, 19] class = default 7145->7167 7147 gini = 0.0 samples = 4 value = [4, 0] class = default 7146->7147 7148 n_non_stop_unique_tokens <= 0.678 gini = 0.379 samples = 63 value = [16, 47] class = no default 7146->7148 7149 max_negative_polarity <= -0.075 gini = 0.5 samples = 20 value = [10, 10] class = default 7148->7149 7158 n_tokens_title <= 9.5 gini = 0.24 samples = 43 value = [6, 37] class = no default 7148->7158 7150 timedelta <= 211.5 gini = 0.375 samples = 12 value = [9, 3] class = default 7149->7150 7155 average_token_length <= 4.949 gini = 0.219 samples = 8 value = [1, 7] class = no default 7149->7155 7151 average_token_length <= 4.45 gini = 0.375 samples = 4 value = [1, 3] class = no default 7150->7151 7154 gini = 0.0 samples = 8 value = [8, 0] class = default 7150->7154 7152 gini = 0.0 samples = 1 value = [1, 0] class = default 7151->7152 7153 gini = 0.0 samples = 3 value = [0, 3] class = no default 7151->7153 7156 gini = 0.0 samples = 7 value = [0, 7] class = no default 7155->7156 7157 gini = 0.0 samples = 1 value = [1, 0] class = default 7155->7157 7159 timedelta <= 244.0 gini = 0.444 samples = 18 value = [6, 12] class = no default 7158->7159 7166 gini = 0.0 samples = 25 value = [0, 25] class = no default 7158->7166 7160 gini = 0.0 samples = 4 value = [4, 0] class = default 7159->7160 7161 num_keywords <= 6.5 gini = 0.245 samples = 14 value = [2, 12] class = no default 7159->7161 7162 self_reference_max_shares <= 1900.0 gini = 0.444 samples = 3 value = [2, 1] class = default 7161->7162 7165 gini = 0.0 samples = 11 value = [0, 11] class = no default 7161->7165 7163 gini = 0.0 samples = 1 value = [0, 1] class = no default 7162->7163 7164 gini = 0.0 samples = 2 value = [2, 0] class = default 7162->7164 7168 gini = 0.0 samples = 12 value = [12, 0] class = default 7167->7168 7169 n_non_stop_unique_tokens <= 0.676 gini = 0.482 samples = 32 value = [13, 19] class = no default 7167->7169 7170 gini = 0.0 samples = 8 value = [0, 8] class = no default 7169->7170 7171 kw_min_max <= 8850.0 gini = 0.497 samples = 24 value = [13, 11] class = default 7169->7171 7172 kw_min_avg <= 2723.174 gini = 0.198 samples = 9 value = [8, 1] class = default 7171->7172 7175 LDA_00 <= 0.022 gini = 0.444 samples = 15 value = [5, 10] class = no default 7171->7175 7173 gini = 0.0 samples = 8 value = [8, 0] class = default 7172->7173 7174 gini = 0.0 samples = 1 value = [0, 1] class = no default 7172->7174 7176 gini = 0.0 samples = 3 value = [3, 0] class = default 7175->7176 7177 kw_max_avg <= 3451.728 gini = 0.278 samples = 12 value = [2, 10] class = no default 7175->7177 7178 gini = 0.0 samples = 2 value = [2, 0] class = default 7177->7178 7179 gini = 0.0 samples = 10 value = [0, 10] class = no default 7177->7179 7181 average_token_length <= 4.28 gini = 0.264 samples = 96 value = [15, 81] class = no default 7180->7181 7208 gini = 0.0 samples = 3 value = [3, 0] class = default 7180->7208 7182 num_keywords <= 5.0 gini = 0.375 samples = 4 value = [3, 1] class = default 7181->7182 7185 title_sentiment_polarity <= -0.425 gini = 0.227 samples = 92 value = [12, 80] class = no default 7181->7185 7183 gini = 0.0 samples = 1 value = [0, 1] class = no default 7182->7183 7184 gini = 0.0 samples = 3 value = [3, 0] class = default 7182->7184 7186 gini = 0.0 samples = 2 value = [2, 0] class = default 7185->7186 7187 kw_avg_avg <= 2842.103 gini = 0.198 samples = 90 value = [10, 80] class = no default 7185->7187 7188 self_reference_avg_sharess <= 4500.0 gini = 0.444 samples = 3 value = [2, 1] class = default 7187->7188 7191 min_positive_polarity <= 0.33 gini = 0.167 samples = 87 value = [8, 79] class = no default 7187->7191 7189 gini = 0.0 samples = 1 value = [0, 1] class = no default 7188->7189 7190 gini = 0.0 samples = 2 value = [2, 0] class = default 7188->7190 7192 kw_avg_min <= 1898.644 gini = 0.15 samples = 86 value = [7, 79] class = no default 7191->7192 7207 gini = 0.0 samples = 1 value = [1, 0] class = default 7191->7207 7193 global_rate_positive_words <= 0.089 gini = 0.131 samples = 85 value = [6, 79] class = no default 7192->7193 7206 gini = 0.0 samples = 1 value = [1, 0] class = default 7192->7206 7194 timedelta <= 13.0 gini = 0.112 samples = 84 value = [5, 79] class = no default 7193->7194 7205 gini = 0.0 samples = 1 value = [1, 0] class = default 7193->7205 7195 gini = 0.0 samples = 1 value = [1, 0] class = default 7194->7195 7196 num_videos <= 17.5 gini = 0.092 samples = 83 value = [4, 79] class = no default 7194->7196 7197 self_reference_max_shares <= 2750.0 gini = 0.07 samples = 82 value = [3, 79] class = no default 7196->7197 7204 gini = 0.0 samples = 1 value = [1, 0] class = default 7196->7204 7198 min_positive_polarity <= 0.081 gini = 0.305 samples = 16 value = [3, 13] class = no default 7197->7198 7203 gini = 0.0 samples = 66 value = [0, 66] class = no default 7197->7203 7199 gini = 0.0 samples = 11 value = [0, 11] class = no default 7198->7199 7200 LDA_04 <= 0.045 gini = 0.48 samples = 5 value = [3, 2] class = default 7198->7200 7201 gini = 0.0 samples = 3 value = [3, 0] class = default 7200->7201 7202 gini = 0.0 samples = 2 value = [0, 2] class = no default 7200->7202 7210 kw_avg_min <= 138.567 gini = 0.5 samples = 150 value = [74, 76] class = no default 7209->7210 7255 LDA_03 <= 0.533 gini = 0.26 samples = 26 value = [4, 22] class = no default 7209->7255 7211 rate_negative_words <= 0.117 gini = 0.365 samples = 25 value = [6, 19] class = no default 7210->7211 7218 kw_avg_min <= 194.45 gini = 0.496 samples = 125 value = [68, 57] class = default 7210->7218 7212 gini = 0.0 samples = 4 value = [4, 0] class = default 7211->7212 7213 rate_negative_words <= 0.457 gini = 0.172 samples = 21 value = [2, 19] class = no default 7211->7213 7214 global_rate_positive_words <= 0.064 gini = 0.095 samples = 20 value = [1, 19] class = no default 7213->7214 7217 gini = 0.0 samples = 1 value = [1, 0] class = default 7213->7217 7215 gini = 0.0 samples = 19 value = [0, 19] class = no default 7214->7215 7216 gini = 0.0 samples = 1 value = [1, 0] class = default 7214->7216 7219 num_hrefs <= 12.0 gini = 0.337 samples = 28 value = [22, 6] class = default 7218->7219 7226 LDA_02 <= 0.133 gini = 0.499 samples = 97 value = [46, 51] class = no default 7218->7226 7220 n_tokens_content <= 437.0 gini = 0.497 samples = 13 value = [7, 6] class = default 7219->7220 7225 gini = 0.0 samples = 15 value = [15, 0] class = default 7219->7225 7221 global_subjectivity <= 0.361 gini = 0.219 samples = 8 value = [7, 1] class = default 7220->7221 7224 gini = 0.0 samples = 5 value = [0, 5] class = no default 7220->7224 7222 gini = 0.0 samples = 1 value = [0, 1] class = no default 7221->7222 7223 gini = 0.0 samples = 7 value = [7, 0] class = default 7221->7223 7227 n_tokens_title <= 8.5 gini = 0.478 samples = 81 value = [32, 49] class = no default 7226->7227 7252 kw_max_min <= 698.0 gini = 0.219 samples = 16 value = [14, 2] class = default 7226->7252 7228 global_subjectivity <= 0.49 gini = 0.426 samples = 26 value = [18, 8] class = default 7227->7228 7235 LDA_02 <= 0.02 gini = 0.38 samples = 55 value = [14, 41] class = no default 7227->7235 7229 LDA_03 <= 0.155 gini = 0.111 samples = 17 value = [16, 1] class = default 7228->7229 7232 kw_avg_avg <= 3271.848 gini = 0.346 samples = 9 value = [2, 7] class = no default 7228->7232 7230 gini = 0.0 samples = 16 value = [16, 0] class = default 7229->7230 7231 gini = 0.0 samples = 1 value = [0, 1] class = no default 7229->7231 7233 gini = 0.0 samples = 2 value = [2, 0] class = default 7232->7233 7234 gini = 0.0 samples = 7 value = [0, 7] class = no default 7232->7234 7236 n_tokens_content <= 483.0 gini = 0.496 samples = 11 value = [6, 5] class = default 7235->7236 7241 global_subjectivity <= 0.388 gini = 0.298 samples = 44 value = [8, 36] class = no default 7235->7241 7237 gini = 0.0 samples = 5 value = [5, 0] class = default 7236->7237 7238 min_positive_polarity <= 0.042 gini = 0.278 samples = 6 value = [1, 5] class = no default 7236->7238 7239 gini = 0.0 samples = 1 value = [1, 0] class = default 7238->7239 7240 gini = 0.0 samples = 5 value = [0, 5] class = no default 7238->7240 7242 average_token_length <= 4.587 gini = 0.5 samples = 10 value = [5, 5] class = default 7241->7242 7247 average_token_length <= 4.49 gini = 0.161 samples = 34 value = [3, 31] class = no default 7241->7247 7243 gini = 0.0 samples = 3 value = [0, 3] class = no default 7242->7243 7244 kw_max_avg <= 4012.75 gini = 0.408 samples = 7 value = [5, 2] class = default 7242->7244 7245 gini = 0.0 samples = 2 value = [0, 2] class = no default 7244->7245 7246 gini = 0.0 samples = 5 value = [5, 0] class = default 7244->7246 7248 kw_avg_min <= 385.857 gini = 0.469 samples = 8 value = [3, 5] class = no default 7247->7248 7251 gini = 0.0 samples = 26 value = [0, 26] class = no default 7247->7251 7249 gini = 0.0 samples = 3 value = [3, 0] class = default 7248->7249 7250 gini = 0.0 samples = 5 value = [0, 5] class = no default 7248->7250 7253 gini = 0.0 samples = 2 value = [0, 2] class = no default 7252->7253 7254 gini = 0.0 samples = 14 value = [14, 0] class = default 7252->7254 7256 global_subjectivity <= 0.388 gini = 0.095 samples = 20 value = [1, 19] class = no default 7255->7256 7259 kw_avg_avg <= 4381.825 gini = 0.5 samples = 6 value = [3, 3] class = default 7255->7259 7257 gini = 0.0 samples = 1 value = [1, 0] class = default 7256->7257 7258 gini = 0.0 samples = 19 value = [0, 19] class = no default 7256->7258 7260 gini = 0.0 samples = 3 value = [0, 3] class = no default 7259->7260 7261 gini = 0.0 samples = 3 value = [3, 0] class = default 7259->7261 7263 global_rate_positive_words <= 0.041 gini = 0.343 samples = 405 value = [89, 316] class = no default 7262->7263 7364 title_sentiment_polarity <= 0.05 gini = 0.49 samples = 14 value = [8, 6] class = default 7262->7364 7264 kw_avg_avg <= 3354.699 gini = 0.4 samples = 250 value = [69, 181] class = no default 7263->7264 7337 LDA_03 <= 0.758 gini = 0.225 samples = 155 value = [20, 135] class = no default 7263->7337 7265 avg_positive_polarity <= 0.497 gini = 0.49 samples = 77 value = [33, 44] class = no default 7264->7265 7292 LDA_00 <= 0.029 gini = 0.33 samples = 173 value = [36, 137] class = no default 7264->7292 7266 global_sentiment_polarity <= 0.065 gini = 0.498 samples = 70 value = [33, 37] class = no default 7265->7266 7291 gini = 0.0 samples = 7 value = [0, 7] class = no default 7265->7291 7267 LDA_01 <= 0.021 gini = 0.245 samples = 14 value = [2, 12] class = no default 7266->7267 7270 num_self_hrefs <= 5.5 gini = 0.494 samples = 56 value = [31, 25] class = default 7266->7270 7268 gini = 0.0 samples = 2 value = [2, 0] class = default 7267->7268 7269 gini = 0.0 samples = 12 value = [0, 12] class = no default 7267->7269 7271 avg_negative_polarity <= -0.136 gini = 0.477 samples = 51 value = [31, 20] class = default 7270->7271 7290 gini = 0.0 samples = 5 value = [0, 5] class = no default 7270->7290 7272 global_sentiment_polarity <= 0.128 gini = 0.433 samples = 41 value = [28, 13] class = default 7271->7272 7285 average_token_length <= 4.731 gini = 0.42 samples = 10 value = [3, 7] class = no default 7271->7285 7273 global_sentiment_polarity <= 0.115 gini = 0.499 samples = 25 value = [13, 12] class = default 7272->7273 7282 global_sentiment_polarity <= 0.292 gini = 0.117 samples = 16 value = [15, 1] class = default 7272->7282 7274 LDA_04 <= 0.034 gini = 0.401 samples = 18 value = [13, 5] class = default 7273->7274 7281 gini = 0.0 samples = 7 value = [0, 7] class = no default 7273->7281 7275 gini = 0.0 samples = 2 value = [0, 2] class = no default 7274->7275 7276 kw_avg_min <= 271.762 gini = 0.305 samples = 16 value = [13, 3] class = default 7274->7276 7277 gini = 0.0 samples = 10 value = [10, 0] class = default 7276->7277 7278 kw_min_avg <= 1618.529 gini = 0.5 samples = 6 value = [3, 3] class = default 7276->7278 7279 gini = 0.0 samples = 3 value = [3, 0] class = default 7278->7279 7280 gini = 0.0 samples = 3 value = [0, 3] class = no default 7278->7280 7283 gini = 0.0 samples = 15 value = [15, 0] class = default 7282->7283 7284 gini = 0.0 samples = 1 value = [0, 1] class = no default 7282->7284 7286 kw_avg_max <= 177543.055 gini = 0.375 samples = 4 value = [3, 1] class = default 7285->7286 7289 gini = 0.0 samples = 6 value = [0, 6] class = no default 7285->7289 7287 gini = 0.0 samples = 1 value = [0, 1] class = no default 7286->7287 7288 gini = 0.0 samples = 3 value = [3, 0] class = default 7286->7288 7293 LDA_00 <= 0.02 gini = 0.448 samples = 65 value = [22, 43] class = no default 7292->7293 7314 kw_max_min <= 131.0 gini = 0.226 samples = 108 value = [14, 94] class = no default 7292->7314 7294 kw_max_min <= 2300.0 gini = 0.18 samples = 20 value = [2, 18] class = no default 7293->7294 7297 n_tokens_title <= 10.5 gini = 0.494 samples = 45 value = [20, 25] class = no default 7293->7297 7295 gini = 0.0 samples = 18 value = [0, 18] class = no default 7294->7295 7296 gini = 0.0 samples = 2 value = [2, 0] class = default 7294->7296 7298 kw_avg_max <= 283778.578 gini = 0.461 samples = 25 value = [16, 9] class = default 7297->7298 7307 max_negative_polarity <= -0.177 gini = 0.32 samples = 20 value = [4, 16] class = no default 7297->7307 7299 LDA_00 <= 0.022 gini = 0.459 samples = 14 value = [5, 9] class = no default 7298->7299 7306 gini = 0.0 samples = 11 value = [11, 0] class = default 7298->7306 7300 gini = 0.0 samples = 3 value = [3, 0] class = default 7299->7300 7301 n_tokens_title <= 9.5 gini = 0.298 samples = 11 value = [2, 9] class = no default 7299->7301 7302 gini = 0.0 samples = 8 value = [0, 8] class = no default 7301->7302 7303 avg_negative_polarity <= -0.258 gini = 0.444 samples = 3 value = [2, 1] class = default 7301->7303 7304 gini = 0.0 samples = 2 value = [2, 0] class = default 7303->7304 7305 gini = 0.0 samples = 1 value = [0, 1] class = no default 7303->7305 7308 gini = 0.0 samples = 2 value = [2, 0] class = default 7307->7308 7309 n_tokens_content <= 447.5 gini = 0.198 samples = 18 value = [2, 16] class = no default 7307->7309 7310 gini = 0.0 samples = 15 value = [0, 15] class = no default 7309->7310 7311 num_videos <= 0.5 gini = 0.444 samples = 3 value = [2, 1] class = default 7309->7311 7312 gini = 0.0 samples = 1 value = [0, 1] class = no default 7311->7312 7313 gini = 0.0 samples = 2 value = [2, 0] class = default 7311->7313 7315 gini = 0.0 samples = 2 value = [2, 0] class = default 7314->7315 7316 average_token_length <= 4.173 gini = 0.201 samples = 106 value = [12, 94] class = no default 7314->7316 7317 gini = 0.0 samples = 1 value = [1, 0] class = default 7316->7317 7318 kw_avg_min <= 1355.959 gini = 0.188 samples = 105 value = [11, 94] class = no default 7316->7318 7319 LDA_04 <= 0.876 gini = 0.174 samples = 104 value = [10, 94] class = no default 7318->7319 7336 gini = 0.0 samples = 1 value = [1, 0] class = default 7318->7336 7320 kw_min_avg <= 2181.981 gini = 0.159 samples = 103 value = [9, 94] class = no default 7319->7320 7335 gini = 0.0 samples = 1 value = [1, 0] class = default 7319->7335 7321 avg_positive_polarity <= 0.5 gini = 0.266 samples = 57 value = [9, 48] class = no default 7320->7321 7334 gini = 0.0 samples = 46 value = [0, 46] class = no default 7320->7334 7322 kw_avg_min <= 144.45 gini = 0.201 samples = 53 value = [6, 47] class = no default 7321->7322 7331 global_sentiment_polarity <= 0.124 gini = 0.375 samples = 4 value = [3, 1] class = default 7321->7331 7323 kw_avg_min <= 128.575 gini = 0.48 samples = 10 value = [4, 6] class = no default 7322->7323 7326 self_reference_avg_sharess <= 56025.0 gini = 0.089 samples = 43 value = [2, 41] class = no default 7322->7326 7324 gini = 0.0 samples = 6 value = [0, 6] class = no default 7323->7324 7325 gini = 0.0 samples = 4 value = [4, 0] class = default 7323->7325 7327 gini = 0.0 samples = 37 value = [0, 37] class = no default 7326->7327 7328 self_reference_max_shares <= 65900.0 gini = 0.444 samples = 6 value = [2, 4] class = no default 7326->7328 7329 gini = 0.0 samples = 2 value = [2, 0] class = default 7328->7329 7330 gini = 0.0 samples = 4 value = [0, 4] class = no default 7328->7330 7332 gini = 0.0 samples = 1 value = [0, 1] class = no default 7331->7332 7333 gini = 0.0 samples = 3 value = [3, 0] class = default 7331->7333 7338 average_token_length <= 4.485 gini = 0.138 samples = 121 value = [9, 112] class = no default 7337->7338 7351 global_sentiment_polarity <= 0.238 gini = 0.438 samples = 34 value = [11, 23] class = no default 7337->7351 7339 num_keywords <= 7.5 gini = 0.367 samples = 33 value = [8, 25] class = no default 7338->7339 7348 n_non_stop_unique_tokens <= 0.547 gini = 0.022 samples = 88 value = [1, 87] class = no default 7338->7348 7340 kw_max_min <= 922.0 gini = 0.472 samples = 21 value = [8, 13] class = no default 7339->7340 7347 gini = 0.0 samples = 12 value = [0, 12] class = no default 7339->7347 7341 global_sentiment_polarity <= 0.212 gini = 0.36 samples = 17 value = [4, 13] class = no default 7340->7341 7346 gini = 0.0 samples = 4 value = [4, 0] class = default 7340->7346 7342 self_reference_max_shares <= 100550.0 gini = 0.133 samples = 14 value = [1, 13] class = no default 7341->7342 7345 gini = 0.0 samples = 3 value = [3, 0] class = default 7341->7345 7343 gini = 0.0 samples = 13 value = [0, 13] class = no default 7342->7343 7344 gini = 0.0 samples = 1 value = [1, 0] class = default 7342->7344 7349 gini = 0.0 samples = 1 value = [1, 0] class = default 7348->7349 7350 gini = 0.0 samples = 87 value = [0, 87] class = no default 7348->7350 7352 global_subjectivity <= 0.603 gini = 0.287 samples = 23 value = [4, 19] class = no default 7351->7352 7359 avg_positive_polarity <= 0.457 gini = 0.463 samples = 11 value = [7, 4] class = default 7351->7359 7353 abs_title_subjectivity <= 0.113 gini = 0.172 samples = 21 value = [2, 19] class = no default 7352->7353 7358 gini = 0.0 samples = 2 value = [2, 0] class = default 7352->7358 7354 abs_title_subjectivity <= 0.073 gini = 0.444 samples = 3 value = [2, 1] class = default 7353->7354 7357 gini = 0.0 samples = 18 value = [0, 18] class = no default 7353->7357 7355 gini = 0.0 samples = 1 value = [0, 1] class = no default 7354->7355 7356 gini = 0.0 samples = 2 value = [2, 0] class = default 7354->7356 7360 gini = 0.0 samples = 6 value = [6, 0] class = default 7359->7360 7361 LDA_03 <= 0.874 gini = 0.32 samples = 5 value = [1, 4] class = no default 7359->7361 7362 gini = 0.0 samples = 4 value = [0, 4] class = no default 7361->7362 7363 gini = 0.0 samples = 1 value = [1, 0] class = default 7361->7363 7365 kw_min_max <= 102200.0 gini = 0.444 samples = 9 value = [3, 6] class = no default 7364->7365 7370 gini = 0.0 samples = 5 value = [5, 0] class = default 7364->7370 7366 LDA_00 <= 0.61 gini = 0.375 samples = 4 value = [3, 1] class = default 7365->7366 7369 gini = 0.0 samples = 5 value = [0, 5] class = no default 7365->7369 7367 gini = 0.0 samples = 3 value = [3, 0] class = default 7366->7367 7368 gini = 0.0 samples = 1 value = [0, 1] class = no default 7366->7368 7372 LDA_00 <= 0.612 gini = 0.456 samples = 480 value = [169, 311] class = no default 7371->7372 7535 max_positive_polarity <= 0.342 gini = 0.499 samples = 321 value = [155, 166] class = no default 7371->7535 7373 kw_max_min <= 1150.0 gini = 0.471 samples = 439 value = [167, 272] class = no default 7372->7373 7530 self_reference_avg_sharess <= 52950.0 gini = 0.093 samples = 41 value = [2, 39] class = no default 7372->7530 7374 kw_avg_max <= 181318.055 gini = 0.444 samples = 336 value = [112, 224] class = no default 7373->7374 7491 LDA_00 <= 0.024 gini = 0.498 samples = 103 value = [55, 48] class = default 7373->7491 7375 title_sentiment_polarity <= 0.333 gini = 0.493 samples = 41 value = [23, 18] class = default 7374->7375 7390 timedelta <= 237.0 gini = 0.421 samples = 295 value = [89, 206] class = no default 7374->7390 7376 self_reference_min_shares <= 5550.0 gini = 0.43 samples = 32 value = [22, 10] class = default 7375->7376 7387 abs_title_sentiment_polarity <= 0.95 gini = 0.198 samples = 9 value = [1, 8] class = no default 7375->7387 7377 n_tokens_content <= 220.0 gini = 0.245 samples = 21 value = [18, 3] class = default 7376->7377 7382 rate_positive_words <= 0.621 gini = 0.463 samples = 11 value = [4, 7] class = no default 7376->7382 7378 gini = 0.0 samples = 16 value = [16, 0] class = default 7377->7378 7379 global_rate_negative_words <= 0.035 gini = 0.48 samples = 5 value = [2, 3] class = no default 7377->7379 7380 gini = 0.0 samples = 3 value = [0, 3] class = no default 7379->7380 7381 gini = 0.0 samples = 2 value = [2, 0] class = default 7379->7381 7383 LDA_01 <= 0.02 gini = 0.32 samples = 5 value = [4, 1] class = default 7382->7383 7386 gini = 0.0 samples = 6 value = [0, 6] class = no default 7382->7386 7384 gini = 0.0 samples = 1 value = [0, 1] class = no default 7383->7384 7385 gini = 0.0 samples = 4 value = [4, 0] class = default 7383->7385 7388 gini = 0.0 samples = 8 value = [0, 8] class = no default 7387->7388 7389 gini = 0.0 samples = 1 value = [1, 0] class = default 7387->7389 7391 n_tokens_content <= 129.0 gini = 0.488 samples = 92 value = [39, 53] class = no default 7390->7391 7424 n_unique_tokens <= 0.65 gini = 0.371 samples = 203 value = [50, 153] class = no default 7390->7424 7392 LDA_04 <= 0.023 gini = 0.417 samples = 27 value = [19, 8] class = default 7391->7392 7401 timedelta <= 157.5 gini = 0.426 samples = 65 value = [20, 45] class = no default 7391->7401 7393 LDA_02 <= 0.02 gini = 0.278 samples = 6 value = [1, 5] class = no default 7392->7393 7396 n_unique_tokens <= 0.686 gini = 0.245 samples = 21 value = [18, 3] class = default 7392->7396 7394 gini = 0.0 samples = 1 value = [1, 0] class = default 7393->7394 7395 gini = 0.0 samples = 5 value = [0, 5] class = no default 7393->7395 7397 avg_negative_polarity <= -0.436 gini = 0.375 samples = 4 value = [1, 3] class = no default 7396->7397 7400 gini = 0.0 samples = 17 value = [17, 0] class = default 7396->7400 7398 gini = 0.0 samples = 1 value = [1, 0] class = default 7397->7398 7399 gini = 0.0 samples = 3 value = [0, 3] class = no default 7397->7399 7402 kw_min_avg <= 2592.27 gini = 0.273 samples = 43 value = [7, 36] class = no default 7401->7402 7415 avg_positive_polarity <= 0.43 gini = 0.483 samples = 22 value = [13, 9] class = default 7401->7415 7403 n_non_stop_unique_tokens <= 0.694 gini = 0.149 samples = 37 value = [3, 34] class = no default 7402->7403 7412 avg_positive_polarity <= 0.367 gini = 0.444 samples = 6 value = [4, 2] class = default 7402->7412 7404 gini = 0.0 samples = 1 value = [1, 0] class = default 7403->7404 7405 kw_avg_min <= 44.133 gini = 0.105 samples = 36 value = [2, 34] class = no default 7403->7405 7406 gini = 0.0 samples = 1 value = [1, 0] class = default 7405->7406 7407 global_rate_negative_words <= 0.037 gini = 0.056 samples = 35 value = [1, 34] class = no default 7405->7407 7408 gini = 0.0 samples = 33 value = [0, 33] class = no default 7407->7408 7409 max_positive_polarity <= 0.6 gini = 0.5 samples = 2 value = [1, 1] class = default 7407->7409 7410 gini = 0.0 samples = 1 value = [0, 1] class = no default 7409->7410 7411 gini = 0.0 samples = 1 value = [1, 0] class = default 7409->7411 7413 gini = 0.0 samples = 4 value = [4, 0] class = default 7412->7413 7414 gini = 0.0 samples = 2 value = [0, 2] class = no default 7412->7414 7416 avg_positive_polarity <= 0.251 gini = 0.48 samples = 15 value = [6, 9] class = no default 7415->7416 7423 gini = 0.0 samples = 7 value = [7, 0] class = default 7415->7423 7417 gini = 0.0 samples = 3 value = [3, 0] class = default 7416->7417 7418 kw_min_max <= 53950.0 gini = 0.375 samples = 12 value = [3, 9] class = no default 7416->7418 7419 weekday_is_monday <= 0.5 gini = 0.18 samples = 10 value = [1, 9] class = no default 7418->7419 7422 gini = 0.0 samples = 2 value = [2, 0] class = default 7418->7422 7420 gini = 0.0 samples = 9 value = [0, 9] class = no default 7419->7420 7421 gini = 0.0 samples = 1 value = [1, 0] class = default 7419->7421 7425 LDA_04 <= 0.025 gini = 0.484 samples = 17 value = [10, 7] class = default 7424->7425 7432 kw_avg_min <= 81.555 gini = 0.338 samples = 186 value = [40, 146] class = no default 7424->7432 7426 gini = 0.0 samples = 4 value = [0, 4] class = no default 7425->7426 7427 num_self_hrefs <= 2.5 gini = 0.355 samples = 13 value = [10, 3] class = default 7425->7427 7428 gini = 0.0 samples = 9 value = [9, 0] class = default 7427->7428 7429 kw_avg_max <= 271050.008 gini = 0.375 samples = 4 value = [1, 3] class = no default 7427->7429 7430 gini = 0.0 samples = 1 value = [1, 0] class = default 7429->7430 7431 gini = 0.0 samples = 3 value = [0, 3] class = no default 7429->7431 7433 LDA_00 <= 0.05 gini = 0.408 samples = 7 value = [5, 2] class = default 7432->7433 7436 title_subjectivity <= 0.504 gini = 0.315 samples = 179 value = [35, 144] class = no default 7432->7436 7434 gini = 0.0 samples = 5 value = [5, 0] class = default 7433->7434 7435 gini = 0.0 samples = 2 value = [0, 2] class = no default 7433->7435 7437 global_sentiment_polarity <= -0.135 gini = 0.235 samples = 125 value = [17, 108] class = no default 7436->7437 7468 abs_title_sentiment_polarity <= 0.326 gini = 0.444 samples = 54 value = [18, 36] class = no default 7436->7468 7438 gini = 0.0 samples = 2 value = [2, 0] class = default 7437->7438 7439 kw_min_max <= 4000.0 gini = 0.214 samples = 123 value = [15, 108] class = no default 7437->7439 7440 max_positive_polarity <= 0.45 gini = 0.328 samples = 58 value = [12, 46] class = no default 7439->7440 7459 global_sentiment_polarity <= 0.282 gini = 0.088 samples = 65 value = [3, 62] class = no default 7439->7459 7441 gini = 0.0 samples = 3 value = [3, 0] class = default 7440->7441 7442 kw_min_avg <= 984.917 gini = 0.274 samples = 55 value = [9, 46] class = no default 7440->7442 7443 timedelta <= 540.5 gini = 0.208 samples = 51 value = [6, 45] class = no default 7442->7443 7456 rate_positive_words <= 0.566 gini = 0.375 samples = 4 value = [3, 1] class = default 7442->7456 7444 num_hrefs <= 1.5 gini = 0.054 samples = 36 value = [1, 35] class = no default 7443->7444 7449 LDA_04 <= 0.029 gini = 0.444 samples = 15 value = [5, 10] class = no default 7443->7449 7445 min_negative_polarity <= -0.55 gini = 0.5 samples = 2 value = [1, 1] class = default 7444->7445 7448 gini = 0.0 samples = 34 value = [0, 34] class = no default 7444->7448 7446 gini = 0.0 samples = 1 value = [0, 1] class = no default 7445->7446 7447 gini = 0.0 samples = 1 value = [1, 0] class = default 7445->7447 7450 LDA_00 <= 0.023 gini = 0.32 samples = 5 value = [4, 1] class = default 7449->7450 7453 average_token_length <= 4.059 gini = 0.18 samples = 10 value = [1, 9] class = no default 7449->7453 7451 gini = 0.0 samples = 1 value = [0, 1] class = no default 7450->7451 7452 gini = 0.0 samples = 4 value = [4, 0] class = default 7450->7452 7454 gini = 0.0 samples = 1 value = [1, 0] class = default 7453->7454 7455 gini = 0.0 samples = 9 value = [0, 9] class = no default 7453->7455 7457 gini = 0.0 samples = 1 value = [0, 1] class = no default 7456->7457 7458 gini = 0.0 samples = 3 value = [3, 0] class = default 7456->7458 7460 n_unique_tokens <= 0.653 gini = 0.034 samples = 58 value = [1, 57] class = no default 7459->7460 7465 min_negative_polarity <= -0.14 gini = 0.408 samples = 7 value = [2, 5] class = no default 7459->7465 7461 self_reference_max_shares <= 12650.0 gini = 0.5 samples = 2 value = [1, 1] class = default 7460->7461 7464 gini = 0.0 samples = 56 value = [0, 56] class = no default 7460->7464 7462 gini = 0.0 samples = 1 value = [0, 1] class = no default 7461->7462 7463 gini = 0.0 samples = 1 value = [1, 0] class = default 7461->7463 7466 gini = 0.0 samples = 5 value = [0, 5] class = no default 7465->7466 7467 gini = 0.0 samples = 2 value = [2, 0] class = default 7465->7467 7469 global_sentiment_polarity <= 0.146 gini = 0.469 samples = 16 value = [10, 6] class = default 7468->7469 7476 kw_max_min <= 817.5 gini = 0.332 samples = 38 value = [8, 30] class = no default 7468->7476 7470 abs_title_subjectivity <= 0.212 gini = 0.278 samples = 6 value = [1, 5] class = no default 7469->7470 7473 avg_positive_polarity <= 0.517 gini = 0.18 samples = 10 value = [9, 1] class = default 7469->7473 7471 gini = 0.0 samples = 5 value = [0, 5] class = no default 7470->7471 7472 gini = 0.0 samples = 1 value = [1, 0] class = default 7470->7472 7474 gini = 0.0 samples = 9 value = [9, 0] class = default 7473->7474 7475 gini = 0.0 samples = 1 value = [0, 1] class = no default 7473->7475 7477 LDA_04 <= 0.022 gini = 0.18 samples = 30 value = [3, 27] class = no default 7476->7477 7486 n_tokens_content <= 203.0 gini = 0.469 samples = 8 value = [5, 3] class = default 7476->7486 7478 gini = 0.0 samples = 1 value = [1, 0] class = default 7477->7478 7479 LDA_00 <= 0.554 gini = 0.128 samples = 29 value = [2, 27] class = no default 7477->7479 7480 LDA_02 <= 0.15 gini = 0.069 samples = 28 value = [1, 27] class = no default 7479->7480 7485 gini = 0.0 samples = 1 value = [1, 0] class = default 7479->7485 7481 gini = 0.0 samples = 25 value = [0, 25] class = no default 7480->7481 7482 abs_title_sentiment_polarity <= 0.575 gini = 0.444 samples = 3 value = [1, 2] class = no default 7480->7482 7483 gini = 0.0 samples = 1 value = [1, 0] class = default 7482->7483 7484 gini = 0.0 samples = 2 value = [0, 2] class = no default 7482->7484 7487 LDA_01 <= 0.02 gini = 0.375 samples = 4 value = [1, 3] class = no default 7486->7487 7490 gini = 0.0 samples = 4 value = [4, 0] class = default 7486->7490 7488 gini = 0.0 samples = 1 value = [1, 0] class = default 7487->7488 7489 gini = 0.0 samples = 3 value = [0, 3] class = no default 7487->7489 7492 rate_negative_words <= 0.279 gini = 0.358 samples = 30 value = [23, 7] class = default 7491->7492 7505 kw_max_avg <= 7984.078 gini = 0.492 samples = 73 value = [32, 41] class = no default 7491->7505 7493 average_token_length <= 5.244 gini = 0.165 samples = 22 value = [20, 2] class = default 7492->7493 7500 LDA_01 <= 0.022 gini = 0.469 samples = 8 value = [3, 5] class = no default 7492->7500 7494 title_sentiment_polarity <= -0.15 gini = 0.091 samples = 21 value = [20, 1] class = default 7493->7494 7499 gini = 0.0 samples = 1 value = [0, 1] class = no default 7493->7499 7495 num_imgs <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 7494->7495 7498 gini = 0.0 samples = 19 value = [19, 0] class = default 7494->7498 7496 gini = 0.0 samples = 1 value = [1, 0] class = default 7495->7496 7497 gini = 0.0 samples = 1 value = [0, 1] class = no default 7495->7497 7501 avg_negative_polarity <= -0.163 gini = 0.375 samples = 4 value = [3, 1] class = default 7500->7501 7504 gini = 0.0 samples = 4 value = [0, 4] class = no default 7500->7504 7502 gini = 0.0 samples = 3 value = [3, 0] class = default 7501->7502 7503 gini = 0.0 samples = 1 value = [0, 1] class = no default 7501->7503 7506 avg_negative_polarity <= -0.354 gini = 0.444 samples = 54 value = [18, 36] class = no default 7505->7506 7523 num_hrefs <= 14.5 gini = 0.388 samples = 19 value = [14, 5] class = default 7505->7523 7507 LDA_02 <= 0.403 gini = 0.111 samples = 17 value = [1, 16] class = no default 7506->7507 7510 kw_avg_max <= 311628.328 gini = 0.497 samples = 37 value = [17, 20] class = no default 7506->7510 7508 gini = 0.0 samples = 16 value = [0, 16] class = no default 7507->7508 7509 gini = 0.0 samples = 1 value = [1, 0] class = default 7507->7509 7511 num_hrefs <= 8.0 gini = 0.452 samples = 29 value = [10, 19] class = no default 7510->7511 7520 num_videos <= 1.5 gini = 0.219 samples = 8 value = [7, 1] class = default 7510->7520 7512 average_token_length <= 4.198 gini = 0.308 samples = 21 value = [4, 17] class = no default 7511->7512 7517 avg_positive_polarity <= 0.508 gini = 0.375 samples = 8 value = [6, 2] class = default 7511->7517 7513 gini = 0.0 samples = 2 value = [2, 0] class = default 7512->7513 7514 LDA_03 <= 0.336 gini = 0.188 samples = 19 value = [2, 17] class = no default 7512->7514 7515 gini = 0.0 samples = 17 value = [0, 17] class = no default 7514->7515 7516 gini = 0.0 samples = 2 value = [2, 0] class = default 7514->7516 7518 gini = 0.0 samples = 6 value = [6, 0] class = default 7517->7518 7519 gini = 0.0 samples = 2 value = [0, 2] class = no default 7517->7519 7521 gini = 0.0 samples = 7 value = [7, 0] class = default 7520->7521 7522 gini = 0.0 samples = 1 value = [0, 1] class = no default 7520->7522 7524 weekday_is_monday <= 0.5 gini = 0.219 samples = 16 value = [14, 2] class = default 7523->7524 7529 gini = 0.0 samples = 3 value = [0, 3] class = no default 7523->7529 7525 LDA_01 <= 0.572 gini = 0.124 samples = 15 value = [14, 1] class = default 7524->7525 7528 gini = 0.0 samples = 1 value = [0, 1] class = no default 7524->7528 7526 gini = 0.0 samples = 14 value = [14, 0] class = default 7525->7526 7527 gini = 0.0 samples = 1 value = [0, 1] class = no default 7525->7527 7531 gini = 0.0 samples = 38 value = [0, 38] class = no default 7530->7531 7532 LDA_02 <= 0.033 gini = 0.444 samples = 3 value = [2, 1] class = default 7530->7532 7533 gini = 0.0 samples = 2 value = [2, 0] class = default 7532->7533 7534 gini = 0.0 samples = 1 value = [0, 1] class = no default 7532->7534 7536 max_positive_polarity <= 0.183 gini = 0.231 samples = 15 value = [13, 2] class = default 7535->7536 7541 kw_max_avg <= 8184.807 gini = 0.497 samples = 306 value = [142, 164] class = no default 7535->7541 7537 timedelta <= 285.0 gini = 0.444 samples = 3 value = [1, 2] class = no default 7536->7537 7540 gini = 0.0 samples = 12 value = [12, 0] class = default 7536->7540 7538 gini = 0.0 samples = 1 value = [1, 0] class = default 7537->7538 7539 gini = 0.0 samples = 2 value = [0, 2] class = no default 7537->7539 7542 n_unique_tokens <= 0.649 gini = 0.5 samples = 282 value = [138, 144] class = no default 7541->7542 7651 n_non_stop_unique_tokens <= 0.75 gini = 0.278 samples = 24 value = [4, 20] class = no default 7541->7651 7543 rate_negative_words <= 0.392 gini = 0.365 samples = 25 value = [19, 6] class = default 7542->7543 7552 num_imgs <= 1.5 gini = 0.497 samples = 257 value = [119, 138] class = no default 7542->7552 7544 global_subjectivity <= 0.67 gini = 0.117 samples = 16 value = [15, 1] class = default 7543->7544 7547 abs_title_subjectivity <= 0.487 gini = 0.494 samples = 9 value = [4, 5] class = no default 7543->7547 7545 gini = 0.0 samples = 15 value = [15, 0] class = default 7544->7545 7546 gini = 0.0 samples = 1 value = [0, 1] class = no default 7544->7546 7548 gini = 0.0 samples = 3 value = [3, 0] class = default 7547->7548 7549 LDA_04 <= 0.027 gini = 0.278 samples = 6 value = [1, 5] class = no default 7547->7549 7550 gini = 0.0 samples = 1 value = [1, 0] class = default 7549->7550 7551 gini = 0.0 samples = 5 value = [0, 5] class = no default 7549->7551 7553 global_subjectivity <= 0.384 gini = 0.5 samples = 222 value = [111, 111] class = default 7552->7553 7638 LDA_01 <= 0.135 gini = 0.353 samples = 35 value = [8, 27] class = no default 7552->7638 7554 LDA_00 <= 0.766 gini = 0.375 samples = 32 value = [24, 8] class = default 7553->7554 7563 avg_negative_polarity <= -0.325 gini = 0.496 samples = 190 value = [87, 103] class = no default 7553->7563 7555 avg_negative_polarity <= -0.385 gini = 0.211 samples = 25 value = [22, 3] class = default 7554->7555 7560 self_reference_min_shares <= 2850.0 gini = 0.408 samples = 7 value = [2, 5] class = no default 7554->7560 7556 gini = 0.0 samples = 2 value = [0, 2] class = no default 7555->7556 7557 kw_max_min <= 2050.0 gini = 0.083 samples = 23 value = [22, 1] class = default 7555->7557 7558 gini = 0.0 samples = 22 value = [22, 0] class = default 7557->7558 7559 gini = 0.0 samples = 1 value = [0, 1] class = no default 7557->7559 7561 gini = 0.0 samples = 2 value = [2, 0] class = default 7560->7561 7562 gini = 0.0 samples = 5 value = [0, 5] class = no default 7560->7562 7564 LDA_00 <= 0.045 gini = 0.463 samples = 66 value = [42, 24] class = default 7563->7564 7587 kw_max_avg <= 3647.226 gini = 0.462 samples = 124 value = [45, 79] class = no default 7563->7587 7565 kw_avg_min <= 259.459 gini = 0.498 samples = 34 value = [16, 18] class = no default 7564->7565 7578 global_sentiment_polarity <= -0.131 gini = 0.305 samples = 32 value = [26, 6] class = default 7564->7578 7566 avg_negative_polarity <= -0.568 gini = 0.495 samples = 29 value = [16, 13] class = default 7565->7566 7577 gini = 0.0 samples = 5 value = [0, 5] class = no default 7565->7577 7567 gini = 0.0 samples = 5 value = [0, 5] class = no default 7566->7567 7568 timedelta <= 547.0 gini = 0.444 samples = 24 value = [16, 8] class = default 7566->7568 7569 timedelta <= 285.5 gini = 0.363 samples = 21 value = [16, 5] class = default 7568->7569 7576 gini = 0.0 samples = 3 value = [0, 3] class = no default 7568->7576 7570 max_positive_polarity <= 0.775 gini = 0.494 samples = 9 value = [4, 5] class = no default 7569->7570 7575 gini = 0.0 samples = 12 value = [12, 0] class = default 7569->7575 7571 min_positive_polarity <= 0.65 gini = 0.32 samples = 5 value = [4, 1] class = default 7570->7571 7574 gini = 0.0 samples = 4 value = [0, 4] class = no default 7570->7574 7572 gini = 0.0 samples = 4 value = [4, 0] class = default 7571->7572 7573 gini = 0.0 samples = 1 value = [0, 1] class = no default 7571->7573 7579 gini = 0.0 samples = 2 value = [0, 2] class = no default 7578->7579 7580 kw_avg_min <= 1.214 gini = 0.231 samples = 30 value = [26, 4] class = default 7578->7580 7581 gini = 0.0 samples = 2 value = [0, 2] class = no default 7580->7581 7582 LDA_03 <= 0.033 gini = 0.133 samples = 28 value = [26, 2] class = default 7580->7582 7583 max_positive_polarity <= 0.775 gini = 0.444 samples = 3 value = [1, 2] class = no default 7582->7583 7586 gini = 0.0 samples = 25 value = [25, 0] class = default 7582->7586 7584 gini = 0.0 samples = 1 value = [1, 0] class = default 7583->7584 7585 gini = 0.0 samples = 2 value = [0, 2] class = no default 7583->7585 7588 gini = 0.0 samples = 6 value = [6, 0] class = default 7587->7588 7589 LDA_01 <= 0.31 gini = 0.443 samples = 118 value = [39, 79] class = no default 7587->7589 7590 kw_max_min <= 649.0 gini = 0.409 samples = 108 value = [31, 77] class = no default 7589->7590 7633 avg_positive_polarity <= 0.339 gini = 0.32 samples = 10 value = [8, 2] class = default 7589->7633 7591 n_non_stop_unique_tokens <= 0.851 gini = 0.48 samples = 65 value = [26, 39] class = no default 7590->7591 7622 self_reference_avg_sharess <= 21983.333 gini = 0.206 samples = 43 value = [5, 38] class = no default 7590->7622 7592 title_subjectivity <= 0.749 gini = 0.393 samples = 41 value = [11, 30] class = no default 7591->7592 7611 LDA_04 <= 0.037 gini = 0.469 samples = 24 value = [15, 9] class = default 7591->7611 7593 kw_min_avg <= 3349.105 gini = 0.291 samples = 34 value = [6, 28] class = no default 7592->7593 7608 min_positive_polarity <= 0.205 gini = 0.408 samples = 7 value = [5, 2] class = default 7592->7608 7594 kw_avg_avg <= 3082.646 gini = 0.225 samples = 31 value = [4, 27] class = no default 7593->7594 7605 kw_max_max <= 766850.0 gini = 0.444 samples = 3 value = [2, 1] class = default 7593->7605 7595 abs_title_sentiment_polarity <= 0.179 gini = 0.444 samples = 3 value = [2, 1] class = default 7594->7595 7598 kw_avg_min <= 311.967 gini = 0.133 samples = 28 value = [2, 26] class = no default 7594->7598 7596 gini = 0.0 samples = 2 value = [2, 0] class = default 7595->7596 7597 gini = 0.0 samples = 1 value = [0, 1] class = no default 7595->7597 7599 LDA_00 <= 0.82 gini = 0.071 samples = 27 value = [1, 26] class = no default 7598->7599 7604 gini = 0.0 samples = 1 value = [1, 0] class = default 7598->7604 7600 gini = 0.0 samples = 25 value = [0, 25] class = no default 7599->7600 7601 kw_max_min <= 260.0 gini = 0.5 samples = 2 value = [1, 1] class = default 7599->7601 7602 gini = 0.0 samples = 1 value = [1, 0] class = default 7601->7602 7603 gini = 0.0 samples = 1 value = [0, 1] class = no default 7601->7603 7606 gini = 0.0 samples = 2 value = [2, 0] class = default 7605->7606 7607 gini = 0.0 samples = 1 value = [0, 1] class = no default 7605->7607 7609 gini = 0.0 samples = 5 value = [5, 0] class = default 7608->7609 7610 gini = 0.0 samples = 2 value = [0, 2] class = no default 7608->7610 7612 gini = 0.0 samples = 7 value = [7, 0] class = default 7611->7612 7613 LDA_02 <= 0.058 gini = 0.498 samples = 17 value = [8, 9] class = no default 7611->7613 7614 LDA_03 <= 0.82 gini = 0.473 samples = 13 value = [8, 5] class = default 7613->7614 7621 gini = 0.0 samples = 4 value = [0, 4] class = no default 7613->7621 7615 LDA_03 <= 0.238 gini = 0.397 samples = 11 value = [8, 3] class = default 7614->7615 7620 gini = 0.0 samples = 2 value = [0, 2] class = no default 7614->7620 7616 num_hrefs <= 2.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 7615->7616 7619 gini = 0.0 samples = 7 value = [7, 0] class = default 7615->7619 7617 gini = 0.0 samples = 1 value = [1, 0] class = default 7616->7617 7618 gini = 0.0 samples = 3 value = [0, 3] class = no default 7616->7618 7623 kw_avg_max <= 403327.5 gini = 0.097 samples = 39 value = [2, 37] class = no default 7622->7623 7630 rate_negative_words <= 0.268 gini = 0.375 samples = 4 value = [3, 1] class = default 7622->7630 7624 gini = 0.0 samples = 1 value = [1, 0] class = default 7623->7624 7625 global_subjectivity <= 0.401 gini = 0.051 samples = 38 value = [1, 37] class = no default 7623->7625 7626 self_reference_avg_sharess <= 3600.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 7625->7626 7629 gini = 0.0 samples = 34 value = [0, 34] class = no default 7625->7629 7627 gini = 0.0 samples = 1 value = [1, 0] class = default 7626->7627 7628 gini = 0.0 samples = 3 value = [0, 3] class = no default 7626->7628 7631 gini = 0.0 samples = 1 value = [0, 1] class = no default 7630->7631 7632 gini = 0.0 samples = 3 value = [3, 0] class = default 7630->7632 7634 min_negative_polarity <= -0.317 gini = 0.444 samples = 3 value = [1, 2] class = no default 7633->7634 7637 gini = 0.0 samples = 7 value = [7, 0] class = default 7633->7637 7635 gini = 0.0 samples = 2 value = [0, 2] class = no default 7634->7635 7636 gini = 0.0 samples = 1 value = [1, 0] class = default 7634->7636 7639 self_reference_max_shares <= 20200.0 gini = 0.185 samples = 29 value = [3, 26] class = no default 7638->7639 7648 kw_avg_max <= 431677.766 gini = 0.278 samples = 6 value = [5, 1] class = default 7638->7648 7640 timedelta <= 95.5 gini = 0.074 samples = 26 value = [1, 25] class = no default 7639->7640 7645 LDA_04 <= 0.149 gini = 0.444 samples = 3 value = [2, 1] class = default 7639->7645 7641 kw_avg_min <= 92.75 gini = 0.5 samples = 2 value = [1, 1] class = default 7640->7641 7644 gini = 0.0 samples = 24 value = [0, 24] class = no default 7640->7644 7642 gini = 0.0 samples = 1 value = [0, 1] class = no default 7641->7642 7643 gini = 0.0 samples = 1 value = [1, 0] class = default 7641->7643 7646 gini = 0.0 samples = 2 value = [2, 0] class = default 7645->7646 7647 gini = 0.0 samples = 1 value = [0, 1] class = no default 7645->7647 7649 gini = 0.0 samples = 1 value = [0, 1] class = no default 7648->7649 7650 gini = 0.0 samples = 5 value = [5, 0] class = default 7648->7650 7652 num_hrefs <= 15.5 gini = 0.375 samples = 4 value = [3, 1] class = default 7651->7652 7655 LDA_01 <= 0.368 gini = 0.095 samples = 20 value = [1, 19] class = no default 7651->7655 7653 gini = 0.0 samples = 1 value = [0, 1] class = no default 7652->7653 7654 gini = 0.0 samples = 3 value = [3, 0] class = default 7652->7654 7656 gini = 0.0 samples = 19 value = [0, 19] class = no default 7655->7656 7657 gini = 0.0 samples = 1 value = [1, 0] class = default 7655->7657 7659 global_sentiment_polarity <= -0.034 gini = 0.302 samples = 373 value = [69, 304] class = no default 7658->7659 7758 max_negative_polarity <= -0.161 gini = 0.498 samples = 30 value = [14, 16] class = no default 7658->7758 7660 min_negative_polarity <= -0.887 gini = 0.48 samples = 30 value = [12, 18] class = no default 7659->7660 7673 kw_avg_avg <= 5955.377 gini = 0.277 samples = 343 value = [57, 286] class = no default 7659->7673 7661 average_token_length <= 4.555 gini = 0.408 samples = 14 value = [10, 4] class = default 7660->7661 7668 self_reference_min_shares <= 2750.0 gini = 0.219 samples = 16 value = [2, 14] class = no default 7660->7668 7662 LDA_04 <= 0.363 gini = 0.375 samples = 4 value = [1, 3] class = no default 7661->7662 7665 global_subjectivity <= 0.677 gini = 0.18 samples = 10 value = [9, 1] class = default 7661->7665 7663 gini = 0.0 samples = 3 value = [0, 3] class = no default 7662->7663 7664 gini = 0.0 samples = 1 value = [1, 0] class = default 7662->7664 7666 gini = 0.0 samples = 9 value = [9, 0] class = default 7665->7666 7667 gini = 0.0 samples = 1 value = [0, 1] class = no default 7665->7667 7669 gini = 0.0 samples = 1 value = [1, 0] class = default 7668->7669 7670 avg_positive_polarity <= 0.183 gini = 0.124 samples = 15 value = [1, 14] class = no default 7668->7670 7671 gini = 0.0 samples = 1 value = [1, 0] class = default 7670->7671 7672 gini = 0.0 samples = 14 value = [0, 14] class = no default 7670->7672 7674 kw_min_max <= 107800.0 gini = 0.171 samples = 138 value = [13, 125] class = no default 7673->7674 7699 LDA_03 <= 0.8 gini = 0.337 samples = 205 value = [44, 161] class = no default 7673->7699 7675 num_self_hrefs <= 11.5 gini = 0.131 samples = 128 value = [9, 119] class = no default 7674->7675 7694 kw_avg_avg <= 5599.452 gini = 0.48 samples = 10 value = [4, 6] class = no default 7674->7694 7676 n_tokens_content <= 119.0 gini = 0.118 samples = 127 value = [8, 119] class = no default 7675->7676 7693 gini = 0.0 samples = 1 value = [1, 0] class = default 7675->7693 7677 kw_avg_max <= 344483.172 gini = 0.48 samples = 5 value = [2, 3] class = no default 7676->7677 7680 title_sentiment_polarity <= 0.347 gini = 0.094 samples = 122 value = [6, 116] class = no default 7676->7680 7678 gini = 0.0 samples = 2 value = [2, 0] class = default 7677->7678 7679 gini = 0.0 samples = 3 value = [0, 3] class = no default 7677->7679 7681 LDA_04 <= 0.34 gini = 0.021 samples = 93 value = [1, 92] class = no default 7680->7681 7686 kw_avg_min <= 446.459 gini = 0.285 samples = 29 value = [5, 24] class = no default 7680->7686 7682 gini = 0.0 samples = 91 value = [0, 91] class = no default 7681->7682 7683 num_self_hrefs <= 2.5 gini = 0.5 samples = 2 value = [1, 1] class = default 7681->7683 7684 gini = 0.0 samples = 1 value = [1, 0] class = default 7683->7684 7685 gini = 0.0 samples = 1 value = [0, 1] class = no default 7683->7685 7687 global_rate_negative_words <= 0.011 gini = 0.198 samples = 27 value = [3, 24] class = no default 7686->7687 7692 gini = 0.0 samples = 2 value = [2, 0] class = default 7686->7692 7688 LDA_00 <= 0.029 gini = 0.49 samples = 7 value = [3, 4] class = no default 7687->7688 7691 gini = 0.0 samples = 20 value = [0, 20] class = no default 7687->7691 7689 gini = 0.0 samples = 4 value = [0, 4] class = no default 7688->7689 7690 gini = 0.0 samples = 3 value = [3, 0] class = default 7688->7690 7695 gini = 0.0 samples = 5 value = [0, 5] class = no default 7694->7695 7696 global_rate_negative_words <= 0.035 gini = 0.32 samples = 5 value = [4, 1] class = default 7694->7696 7697 gini = 0.0 samples = 4 value = [4, 0] class = default 7696->7697 7698 gini = 0.0 samples = 1 value = [0, 1] class = no default 7696->7698 7700 avg_positive_polarity <= 0.407 gini = 0.272 samples = 148 value = [24, 124] class = no default 7699->7700 7739 min_negative_polarity <= -0.194 gini = 0.456 samples = 57 value = [20, 37] class = no default 7699->7739 7701 n_unique_tokens <= 0.63 gini = 0.375 samples = 76 value = [19, 57] class = no default 7700->7701 7726 LDA_03 <= 0.162 gini = 0.129 samples = 72 value = [5, 67] class = no default 7700->7726 7702 global_sentiment_polarity <= 0.209 gini = 0.453 samples = 49 value = [17, 32] class = no default 7701->7702 7721 global_rate_positive_words <= 0.015 gini = 0.137 samples = 27 value = [2, 25] class = no default 7701->7721 7703 kw_avg_avg <= 12937.046 gini = 0.411 samples = 45 value = [13, 32] class = no default 7702->7703 7720 gini = 0.0 samples = 4 value = [4, 0] class = default 7702->7720 7704 n_non_stop_unique_tokens <= 0.702 gini = 0.363 samples = 42 value = [10, 32] class = no default 7703->7704 7719 gini = 0.0 samples = 3 value = [3, 0] class = default 7703->7719 7705 kw_avg_max <= 194199.305 gini = 0.198 samples = 27 value = [3, 24] class = no default 7704->7705 7712 global_rate_negative_words <= 0.027 gini = 0.498 samples = 15 value = [7, 8] class = no default 7704->7712 7706 gini = 0.0 samples = 1 value = [1, 0] class = default 7705->7706 7707 global_subjectivity <= 0.576 gini = 0.142 samples = 26 value = [2, 24] class = no default 7705->7707 7708 num_hrefs <= 53.5 gini = 0.077 samples = 25 value = [1, 24] class = no default 7707->7708 7711 gini = 0.0 samples = 1 value = [1, 0] class = default 7707->7711 7709 gini = 0.0 samples = 24 value = [0, 24] class = no default 7708->7709 7710 gini = 0.0 samples = 1 value = [1, 0] class = default 7708->7710 7713 kw_avg_avg <= 6670.247 gini = 0.444 samples = 12 value = [4, 8] class = no default 7712->7713 7718 gini = 0.0 samples = 3 value = [3, 0] class = default 7712->7718 7714 avg_positive_polarity <= 0.397 gini = 0.444 samples = 6 value = [4, 2] class = default 7713->7714 7717 gini = 0.0 samples = 6 value = [0, 6] class = no default 7713->7717 7715 gini = 0.0 samples = 4 value = [4, 0] class = default 7714->7715 7716 gini = 0.0 samples = 2 value = [0, 2] class = no default 7714->7716 7722 gini = 0.0 samples = 1 value = [1, 0] class = default 7721->7722 7723 LDA_04 <= 0.021 gini = 0.074 samples = 26 value = [1, 25] class = no default 7721->7723 7724 gini = 0.0 samples = 1 value = [1, 0] class = default 7723->7724 7725 gini = 0.0 samples = 25 value = [0, 25] class = no default 7723->7725 7727 self_reference_max_shares <= 8050.0 gini = 0.49 samples = 7 value = [3, 4] class = no default 7726->7727 7730 num_hrefs <= 2.5 gini = 0.06 samples = 65 value = [2, 63] class = no default 7726->7730 7728 gini = 0.0 samples = 3 value = [3, 0] class = default 7727->7728 7729 gini = 0.0 samples = 4 value = [0, 4] class = no default 7727->7729 7731 weekday_is_friday <= 0.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 7730->7731 7734 n_non_stop_unique_tokens <= 0.521 gini = 0.032 samples = 62 value = [1, 61] class = no default 7730->7734 7732 gini = 0.0 samples = 2 value = [0, 2] class = no default 7731->7732 7733 gini = 0.0 samples = 1 value = [1, 0] class = default 7731->7733 7735 global_rate_positive_words <= 0.031 gini = 0.444 samples = 3 value = [1, 2] class = no default 7734->7735 7738 gini = 0.0 samples = 59 value = [0, 59] class = no default 7734->7738 7736 gini = 0.0 samples = 2 value = [0, 2] class = no default 7735->7736 7737 gini = 0.0 samples = 1 value = [1, 0] class = default 7735->7737 7740 n_tokens_content <= 165.0 gini = 0.411 samples = 52 value = [15, 37] class = no default 7739->7740 7757 gini = 0.0 samples = 5 value = [5, 0] class = default 7739->7757 7741 gini = 0.0 samples = 3 value = [3, 0] class = default 7740->7741 7742 kw_avg_min <= 132.349 gini = 0.37 samples = 49 value = [12, 37] class = no default 7740->7742 7743 num_videos <= 15.5 gini = 0.444 samples = 6 value = [4, 2] class = default 7742->7743 7746 global_subjectivity <= 0.529 gini = 0.303 samples = 43 value = [8, 35] class = no default 7742->7746 7744 gini = 0.0 samples = 4 value = [4, 0] class = default 7743->7744 7745 gini = 0.0 samples = 2 value = [0, 2] class = no default 7743->7745 7747 gini = 0.0 samples = 17 value = [0, 17] class = no default 7746->7747 7748 global_subjectivity <= 0.542 gini = 0.426 samples = 26 value = [8, 18] class = no default 7746->7748 7749 gini = 0.0 samples = 3 value = [3, 0] class = default 7748->7749 7750 LDA_02 <= 0.022 gini = 0.34 samples = 23 value = [5, 18] class = no default 7748->7750 7751 gini = 0.0 samples = 2 value = [2, 0] class = default 7750->7751 7752 avg_negative_polarity <= -0.291 gini = 0.245 samples = 21 value = [3, 18] class = no default 7750->7752 7753 gini = 0.0 samples = 15 value = [0, 15] class = no default 7752->7753 7754 title_subjectivity <= 0.529 gini = 0.5 samples = 6 value = [3, 3] class = default 7752->7754 7755 gini = 0.0 samples = 3 value = [0, 3] class = no default 7754->7755 7756 gini = 0.0 samples = 3 value = [3, 0] class = default 7754->7756 7759 gini = 0.0 samples = 9 value = [0, 9] class = no default 7758->7759 7760 n_tokens_title <= 8.5 gini = 0.444 samples = 21 value = [14, 7] class = default 7758->7760 7761 gini = 0.0 samples = 7 value = [7, 0] class = default 7760->7761 7762 rate_negative_words <= 0.383 gini = 0.5 samples = 14 value = [7, 7] class = default 7760->7762 7763 gini = 0.0 samples = 6 value = [0, 6] class = no default 7762->7763 7764 self_reference_avg_sharess <= 2600.0 gini = 0.219 samples = 8 value = [7, 1] class = default 7762->7764 7765 gini = 0.0 samples = 1 value = [0, 1] class = no default 7764->7765 7766 gini = 0.0 samples = 7 value = [7, 0] class = default 7764->7766 7768 n_tokens_content <= 139.5 gini = 0.487 samples = 86 value = [36, 50] class = no default 7767->7768 7801 n_unique_tokens <= 0.787 gini = 0.199 samples = 277 value = [31, 246] class = no default 7767->7801 7769 global_rate_negative_words <= 0.02 gini = 0.278 samples = 18 value = [15, 3] class = default 7768->7769 7774 kw_min_max <= 766850.0 gini = 0.427 samples = 68 value = [21, 47] class = no default 7768->7774 7770 gini = 0.0 samples = 14 value = [14, 0] class = default 7769->7770 7771 kw_avg_avg <= 4572.597 gini = 0.375 samples = 4 value = [1, 3] class = no default 7769->7771 7772 gini = 0.0 samples = 3 value = [0, 3] class = no default 7771->7772 7773 gini = 0.0 samples = 1 value = [1, 0] class = default 7771->7773 7775 LDA_04 <= 0.65 gini = 0.39 samples = 64 value = [17, 47] class = no default 7774->7775 7800 gini = 0.0 samples = 4 value = [4, 0] class = default 7774->7800 7776 LDA_02 <= 0.385 gini = 0.354 samples = 61 value = [14, 47] class = no default 7775->7776 7799 gini = 0.0 samples = 3 value = [3, 0] class = default 7775->7799 7777 global_rate_positive_words <= 0.029 gini = 0.293 samples = 56 value = [10, 46] class = no default 7776->7777 7796 n_non_stop_unique_tokens <= 0.714 gini = 0.32 samples = 5 value = [4, 1] class = default 7776->7796 7778 LDA_04 <= 0.022 gini = 0.375 samples = 4 value = [3, 1] class = default 7777->7778 7781 min_negative_polarity <= -0.938 gini = 0.233 samples = 52 value = [7, 45] class = no default 7777->7781 7779 gini = 0.0 samples = 1 value = [0, 1] class = no default 7778->7779 7780 gini = 0.0 samples = 3 value = [3, 0] class = default 7778->7780 7782 kw_avg_max <= 205935.711 gini = 0.5 samples = 6 value = [3, 3] class = default 7781->7782 7785 global_sentiment_polarity <= 0.413 gini = 0.159 samples = 46 value = [4, 42] class = no default 7781->7785 7783 gini = 0.0 samples = 3 value = [3, 0] class = default 7782->7783 7784 gini = 0.0 samples = 3 value = [0, 3] class = no default 7782->7784 7786 num_self_hrefs <= 7.0 gini = 0.124 samples = 45 value = [3, 42] class = no default 7785->7786 7795 gini = 0.0 samples = 1 value = [1, 0] class = default 7785->7795 7787 n_unique_tokens <= 0.49 gini = 0.087 samples = 44 value = [2, 42] class = no default 7786->7787 7794 gini = 0.0 samples = 1 value = [1, 0] class = default 7786->7794 7788 gini = 0.0 samples = 1 value = [1, 0] class = default 7787->7788 7789 num_self_hrefs <= 4.5 gini = 0.045 samples = 43 value = [1, 42] class = no default 7787->7789 7790 gini = 0.0 samples = 38 value = [0, 38] class = no default 7789->7790 7791 kw_avg_min <= 177.789 gini = 0.32 samples = 5 value = [1, 4] class = no default 7789->7791 7792 gini = 0.0 samples = 1 value = [1, 0] class = default 7791->7792 7793 gini = 0.0 samples = 4 value = [0, 4] class = no default 7791->7793 7797 gini = 0.0 samples = 1 value = [0, 1] class = no default 7796->7797 7798 gini = 0.0 samples = 4 value = [4, 0] class = default 7796->7798 7802 global_sentiment_polarity <= 0.309 gini = 0.17 samples = 267 value = [25, 242] class = no default 7801->7802 7847 kw_avg_min <= 79.325 gini = 0.48 samples = 10 value = [6, 4] class = default 7801->7847 7803 LDA_01 <= 0.419 gini = 0.143 samples = 258 value = [20, 238] class = no default 7802->7803 7842 kw_avg_max <= 206708.57 gini = 0.494 samples = 9 value = [5, 4] class = default 7802->7842 7804 global_rate_positive_words <= 0.029 gini = 0.131 samples = 255 value = [18, 237] class = no default 7803->7804 7839 title_sentiment_polarity <= -0.1 gini = 0.444 samples = 3 value = [2, 1] class = default 7803->7839 7805 LDA_01 <= 0.04 gini = 0.339 samples = 37 value = [8, 29] class = no default 7804->7805 7818 num_imgs <= 26.0 gini = 0.088 samples = 218 value = [10, 208] class = no default 7804->7818 7806 LDA_04 <= 0.531 gini = 0.147 samples = 25 value = [2, 23] class = no default 7805->7806 7811 self_reference_avg_sharess <= 4550.0 gini = 0.5 samples = 12 value = [6, 6] class = default 7805->7811 7807 n_non_stop_unique_tokens <= 0.623 gini = 0.08 samples = 24 value = [1, 23] class = no default 7806->7807 7810 gini = 0.0 samples = 1 value = [1, 0] class = default 7806->7810 7808 gini = 0.0 samples = 1 value = [1, 0] class = default 7807->7808 7809 gini = 0.0 samples = 23 value = [0, 23] class = no default 7807->7809 7812 n_non_stop_unique_tokens <= 0.689 gini = 0.278 samples = 6 value = [5, 1] class = default 7811->7812 7815 LDA_03 <= 0.038 gini = 0.278 samples = 6 value = [1, 5] class = no default 7811->7815 7813 gini = 0.0 samples = 1 value = [0, 1] class = no default 7812->7813 7814 gini = 0.0 samples = 5 value = [5, 0] class = default 7812->7814 7816 gini = 0.0 samples = 1 value = [1, 0] class = default 7815->7816 7817 gini = 0.0 samples = 5 value = [0, 5] class = no default 7815->7817 7819 avg_negative_polarity <= -0.21 gini = 0.08 samples = 217 value = [9, 208] class = no default 7818->7819 7838 gini = 0.0 samples = 1 value = [1, 0] class = default 7818->7838 7820 kw_min_avg <= 3445.429 gini = 0.014 samples = 146 value = [1, 145] class = no default 7819->7820 7825 min_positive_polarity <= 0.118 gini = 0.2 samples = 71 value = [8, 63] class = no default 7819->7825 7821 gini = 0.0 samples = 139 value = [0, 139] class = no default 7820->7821 7822 num_hrefs <= 17.5 gini = 0.245 samples = 7 value = [1, 6] class = no default 7820->7822 7823 gini = 0.0 samples = 6 value = [0, 6] class = no default 7822->7823 7824 gini = 0.0 samples = 1 value = [1, 0] class = default 7822->7824 7826 self_reference_max_shares <= 1750.0 gini = 0.1 samples = 57 value = [3, 54] class = no default 7825->7826 7833 self_reference_max_shares <= 5450.0 gini = 0.459 samples = 14 value = [5, 9] class = no default 7825->7833 7827 gini = 0.0 samples = 1 value = [1, 0] class = default 7826->7827 7828 average_token_length <= 4.354 gini = 0.069 samples = 56 value = [2, 54] class = no default 7826->7828 7829 num_keywords <= 5.5 gini = 0.444 samples = 6 value = [2, 4] class = no default 7828->7829 7832 gini = 0.0 samples = 50 value = [0, 50] class = no default 7828->7832 7830 gini = 0.0 samples = 2 value = [2, 0] class = default 7829->7830 7831 gini = 0.0 samples = 4 value = [0, 4] class = no default 7829->7831 7834 timedelta <= 468.0 gini = 0.408 samples = 7 value = [5, 2] class = default 7833->7834 7837 gini = 0.0 samples = 7 value = [0, 7] class = no default 7833->7837 7835 gini = 0.0 samples = 2 value = [0, 2] class = no default 7834->7835 7836 gini = 0.0 samples = 5 value = [5, 0] class = default 7834->7836 7840 gini = 0.0 samples = 1 value = [0, 1] class = no default 7839->7840 7841 gini = 0.0 samples = 2 value = [2, 0] class = default 7839->7841 7843 LDA_03 <= 0.437 gini = 0.32 samples = 5 value = [1, 4] class = no default 7842->7843 7846 gini = 0.0 samples = 4 value = [4, 0] class = default 7842->7846 7844 gini = 0.0 samples = 4 value = [0, 4] class = no default 7843->7844 7845 gini = 0.0 samples = 1 value = [1, 0] class = default 7843->7845 7848 max_negative_polarity <= -0.344 gini = 0.444 samples = 6 value = [2, 4] class = no default 7847->7848 7851 gini = 0.0 samples = 4 value = [4, 0] class = default 7847->7851 7849 gini = 0.0 samples = 2 value = [2, 0] class = default 7848->7849 7850 gini = 0.0 samples = 4 value = [0, 4] class = no default 7848->7850 7853 data_channel_is_world <= 0.5 gini = 0.371 samples = 69 value = [52, 17] class = default 7852->7853 7872 rate_negative_words <= 0.271 gini = 0.495 samples = 71 value = [32, 39] class = no default 7852->7872 7854 global_rate_negative_words <= 0.008 gini = 0.346 samples = 9 value = [2, 7] class = no default 7853->7854 7857 n_unique_tokens <= 0.662 gini = 0.278 samples = 60 value = [50, 10] class = default 7853->7857 7855 gini = 0.0 samples = 2 value = [2, 0] class = default 7854->7855 7856 gini = 0.0 samples = 7 value = [0, 7] class = no default 7854->7856 7858 average_token_length <= 5.178 gini = 0.219 samples = 56 value = [49, 7] class = default 7857->7858 7869 self_reference_min_shares <= 29750.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 7857->7869 7859 LDA_00 <= 0.238 gini = 0.142 samples = 52 value = [48, 4] class = default 7858->7859 7866 avg_negative_polarity <= -0.235 gini = 0.375 samples = 4 value = [1, 3] class = no default 7858->7866 7860 abs_title_subjectivity <= 0.092 gini = 0.111 samples = 51 value = [48, 3] class = default 7859->7860 7865 gini = 0.0 samples = 1 value = [0, 1] class = no default 7859->7865 7861 abs_title_sentiment_polarity <= 0.175 gini = 0.469 samples = 8 value = [5, 3] class = default 7860->7861 7864 gini = 0.0 samples = 43 value = [43, 0] class = default 7860->7864 7862 gini = 0.0 samples = 3 value = [0, 3] class = no default 7861->7862 7863 gini = 0.0 samples = 5 value = [5, 0] class = default 7861->7863 7867 gini = 0.0 samples = 1 value = [1, 0] class = default 7866->7867 7868 gini = 0.0 samples = 3 value = [0, 3] class = no default 7866->7868 7870 gini = 0.0 samples = 3 value = [0, 3] class = no default 7869->7870 7871 gini = 0.0 samples = 1 value = [1, 0] class = default 7869->7871 7873 kw_min_max <= 2850.0 gini = 0.383 samples = 31 value = [8, 23] class = no default 7872->7873 7882 title_subjectivity <= 0.25 gini = 0.48 samples = 40 value = [24, 16] class = default 7872->7882 7874 n_tokens_content <= 307.5 gini = 0.5 samples = 16 value = [8, 8] class = default 7873->7874 7881 gini = 0.0 samples = 15 value = [0, 15] class = no default 7873->7881 7875 n_non_stop_unique_tokens <= 0.889 gini = 0.245 samples = 7 value = [1, 6] class = no default 7874->7875 7878 min_negative_polarity <= -0.55 gini = 0.346 samples = 9 value = [7, 2] class = default 7874->7878 7876 gini = 0.0 samples = 6 value = [0, 6] class = no default 7875->7876 7877 gini = 0.0 samples = 1 value = [1, 0] class = default 7875->7877 7879 gini = 0.0 samples = 2 value = [0, 2] class = no default 7878->7879 7880 gini = 0.0 samples = 7 value = [7, 0] class = default 7878->7880 7883 avg_positive_polarity <= 0.321 gini = 0.498 samples = 30 value = [14, 16] class = no default 7882->7883 7896 gini = 0.0 samples = 10 value = [10, 0] class = default 7882->7896 7884 avg_negative_polarity <= -0.345 gini = 0.375 samples = 16 value = [4, 12] class = no default 7883->7884 7891 title_subjectivity <= 0.058 gini = 0.408 samples = 14 value = [10, 4] class = default 7883->7891 7885 gini = 0.0 samples = 2 value = [2, 0] class = default 7884->7885 7886 average_token_length <= 4.465 gini = 0.245 samples = 14 value = [2, 12] class = no default 7884->7886 7887 gini = 0.0 samples = 1 value = [1, 0] class = default 7886->7887 7888 LDA_01 <= 0.11 gini = 0.142 samples = 13 value = [1, 12] class = no default 7886->7888 7889 gini = 0.0 samples = 12 value = [0, 12] class = no default 7888->7889 7890 gini = 0.0 samples = 1 value = [1, 0] class = default 7888->7890 7892 gini = 0.0 samples = 9 value = [9, 0] class = default 7891->7892 7893 self_reference_avg_sharess <= 9450.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 7891->7893 7894 gini = 0.0 samples = 4 value = [0, 4] class = no default 7893->7894 7895 gini = 0.0 samples = 1 value = [1, 0] class = default 7893->7895 7898 n_non_stop_unique_tokens <= 0.602 gini = 0.298 samples = 576 value = [105, 471] class = no default 7897->7898 8043 kw_min_avg <= 2678.47 gini = 0.5 samples = 28 value = [14, 14] class = default 7897->8043 7899 n_non_stop_unique_tokens <= 0.599 gini = 0.482 samples = 42 value = [17, 25] class = no default 7898->7899 7916 self_reference_max_shares <= 107150.0 gini = 0.275 samples = 534 value = [88, 446] class = no default 7898->7916 7900 kw_avg_max <= 247195.0 gini = 0.45 samples = 38 value = [13, 25] class = no default 7899->7900 7915 gini = 0.0 samples = 4 value = [4, 0] class = default 7899->7915 7901 self_reference_max_shares <= 2850.0 gini = 0.48 samples = 15 value = [9, 6] class = default 7900->7901 7908 kw_max_avg <= 8423.577 gini = 0.287 samples = 23 value = [4, 19] class = no default 7900->7908 7902 gini = 0.0 samples = 3 value = [0, 3] class = no default 7901->7902 7903 num_imgs <= 10.0 gini = 0.375 samples = 12 value = [9, 3] class = default 7901->7903 7904 timedelta <= 239.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 7903->7904 7907 gini = 0.0 samples = 8 value = [8, 0] class = default 7903->7907 7905 gini = 0.0 samples = 1 value = [1, 0] class = default 7904->7905 7906 gini = 0.0 samples = 3 value = [0, 3] class = no default 7904->7906 7909 gini = 0.0 samples = 14 value = [0, 14] class = no default 7908->7909 7910 num_hrefs <= 13.5 gini = 0.494 samples = 9 value = [4, 5] class = no default 7908->7910 7911 gini = 0.0 samples = 4 value = [0, 4] class = no default 7910->7911 7912 avg_negative_polarity <= -0.292 gini = 0.32 samples = 5 value = [4, 1] class = default 7910->7912 7913 gini = 0.0 samples = 4 value = [4, 0] class = default 7912->7913 7914 gini = 0.0 samples = 1 value = [0, 1] class = no default 7912->7914 7917 LDA_01 <= 0.173 gini = 0.265 samples = 527 value = [83, 444] class = no default 7916->7917 8040 kw_min_avg <= 1398.079 gini = 0.408 samples = 7 value = [5, 2] class = default 7916->8040 7918 global_rate_negative_words <= 0.057 gini = 0.221 samples = 420 value = [53, 367] class = no default 7917->7918 8009 n_tokens_content <= 80.5 gini = 0.404 samples = 107 value = [30, 77] class = no default 7917->8009 7919 num_self_hrefs <= 1.5 gini = 0.214 samples = 418 value = [51, 367] class = no default 7918->7919 8008 gini = 0.0 samples = 2 value = [2, 0] class = default 7918->8008 7920 avg_positive_polarity <= 0.554 gini = 0.347 samples = 94 value = [21, 73] class = no default 7919->7920 7949 average_token_length <= 4.187 gini = 0.168 samples = 324 value = [30, 294] class = no default 7919->7949 7921 n_tokens_title <= 7.5 gini = 0.309 samples = 89 value = [17, 72] class = no default 7920->7921 7946 global_sentiment_polarity <= 0.325 gini = 0.32 samples = 5 value = [4, 1] class = default 7920->7946 7922 average_token_length <= 4.649 gini = 0.444 samples = 6 value = [4, 2] class = default 7921->7922 7925 num_imgs <= 2.5 gini = 0.264 samples = 83 value = [13, 70] class = no default 7921->7925 7923 gini = 0.0 samples = 2 value = [0, 2] class = no default 7922->7923 7924 gini = 0.0 samples = 4 value = [4, 0] class = default 7922->7924 7926 global_rate_negative_words <= 0.023 gini = 0.39 samples = 49 value = [13, 36] class = no default 7925->7926 7945 gini = 0.0 samples = 34 value = [0, 34] class = no default 7925->7945 7927 max_negative_polarity <= -0.225 gini = 0.234 samples = 37 value = [5, 32] class = no default 7926->7927 7940 LDA_04 <= 0.57 gini = 0.444 samples = 12 value = [8, 4] class = default 7926->7940 7928 kw_max_avg <= 5322.043 gini = 0.444 samples = 3 value = [2, 1] class = default 7927->7928 7931 global_rate_positive_words <= 0.015 gini = 0.161 samples = 34 value = [3, 31] class = no default 7927->7931 7929 gini = 0.0 samples = 2 value = [2, 0] class = default 7928->7929 7930 gini = 0.0 samples = 1 value = [0, 1] class = no default 7928->7930 7932 gini = 0.0 samples = 1 value = [1, 0] class = default 7931->7932 7933 kw_avg_avg <= 2831.492 gini = 0.114 samples = 33 value = [2, 31] class = no default 7931->7933 7934 gini = 0.0 samples = 1 value = [1, 0] class = default 7933->7934 7935 title_subjectivity <= 0.764 gini = 0.061 samples = 32 value = [1, 31] class = no default 7933->7935 7936 gini = 0.0 samples = 29 value = [0, 29] class = no default 7935->7936 7937 abs_title_subjectivity <= 0.325 gini = 0.444 samples = 3 value = [1, 2] class = no default 7935->7937 7938 gini = 0.0 samples = 1 value = [1, 0] class = default 7937->7938 7939 gini = 0.0 samples = 2 value = [0, 2] class = no default 7937->7939 7941 gini = 0.0 samples = 7 value = [7, 0] class = default 7940->7941 7942 timedelta <= 137.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 7940->7942 7943 gini = 0.0 samples = 1 value = [1, 0] class = default 7942->7943 7944 gini = 0.0 samples = 4 value = [0, 4] class = no default 7942->7944 7947 gini = 0.0 samples = 4 value = [4, 0] class = default 7946->7947 7948 gini = 0.0 samples = 1 value = [0, 1] class = no default 7946->7948 7950 LDA_02 <= 0.029 gini = 0.494 samples = 9 value = [4, 5] class = no default 7949->7950 7955 kw_avg_min <= 310.643 gini = 0.151 samples = 315 value = [26, 289] class = no default 7949->7955 7951 kw_avg_min <= 174.4 gini = 0.32 samples = 5 value = [4, 1] class = default 7950->7951 7954 gini = 0.0 samples = 4 value = [0, 4] class = no default 7950->7954 7952 gini = 0.0 samples = 4 value = [4, 0] class = default 7951->7952 7953 gini = 0.0 samples = 1 value = [0, 1] class = no default 7951->7953 7956 LDA_00 <= 0.919 gini = 0.092 samples = 227 value = [11, 216] class = no default 7955->7956 7985 self_reference_min_shares <= 18250.0 gini = 0.283 samples = 88 value = [15, 73] class = no default 7955->7985 7957 rate_negative_words <= 0.652 gini = 0.085 samples = 226 value = [10, 216] class = no default 7956->7957 7984 gini = 0.0 samples = 1 value = [1, 0] class = default 7956->7984 7958 kw_avg_max <= 369047.234 gini = 0.07 samples = 221 value = [8, 213] class = no default 7957->7958 7981 kw_min_max <= 6900.0 gini = 0.48 samples = 5 value = [2, 3] class = no default 7957->7981 7959 global_rate_positive_words <= 0.017 gini = 0.024 samples = 166 value = [2, 164] class = no default 7958->7959 7968 avg_negative_polarity <= -0.194 gini = 0.194 samples = 55 value = [6, 49] class = no default 7958->7968 7960 kw_min_min <= 1.5 gini = 0.245 samples = 7 value = [1, 6] class = no default 7959->7960 7963 self_reference_avg_sharess <= 2050.0 gini = 0.012 samples = 159 value = [1, 158] class = no default 7959->7963 7961 gini = 0.0 samples = 6 value = [0, 6] class = no default 7960->7961 7962 gini = 0.0 samples = 1 value = [1, 0] class = default 7960->7962 7964 title_sentiment_polarity <= 0.167 gini = 0.133 samples = 14 value = [1, 13] class = no default 7963->7964 7967 gini = 0.0 samples = 145 value = [0, 145] class = no default 7963->7967 7965 gini = 0.0 samples = 13 value = [0, 13] class = no default 7964->7965 7966 gini = 0.0 samples = 1 value = [1, 0] class = default 7964->7966 7969 n_tokens_content <= 833.0 gini = 0.115 samples = 49 value = [3, 46] class = no default 7968->7969 7978 min_negative_polarity <= -0.113 gini = 0.5 samples = 6 value = [3, 3] class = default 7968->7978 7970 global_subjectivity <= 0.713 gini = 0.08 samples = 48 value = [2, 46] class = no default 7969->7970 7977 gini = 0.0 samples = 1 value = [1, 0] class = default 7969->7977 7971 abs_title_subjectivity <= 0.037 gini = 0.042 samples = 47 value = [1, 46] class = no default 7970->7971 7976 gini = 0.0 samples = 1 value = [1, 0] class = default 7970->7976 7972 kw_min_max <= 37950.0 gini = 0.375 samples = 4 value = [1, 3] class = no default 7971->7972 7975 gini = 0.0 samples = 43 value = [0, 43] class = no default 7971->7975 7973 gini = 0.0 samples = 1 value = [1, 0] class = default 7972->7973 7974 gini = 0.0 samples = 3 value = [0, 3] class = no default 7972->7974 7979 gini = 0.0 samples = 3 value = [3, 0] class = default 7978->7979 7980 gini = 0.0 samples = 3 value = [0, 3] class = no default 7978->7980 7982 gini = 0.0 samples = 3 value = [0, 3] class = no default 7981->7982 7983 gini = 0.0 samples = 2 value = [2, 0] class = default 7981->7983 7986 abs_title_subjectivity <= 0.053 gini = 0.216 samples = 81 value = [10, 71] class = no default 7985->7986 8005 n_unique_tokens <= 0.55 gini = 0.408 samples = 7 value = [5, 2] class = default 7985->8005 7987 num_imgs <= 7.0 gini = 0.494 samples = 9 value = [4, 5] class = no default 7986->7987 7992 global_subjectivity <= 0.635 gini = 0.153 samples = 72 value = [6, 66] class = no default 7986->7992 7988 LDA_03 <= 0.03 gini = 0.32 samples = 5 value = [4, 1] class = default 7987->7988 7991 gini = 0.0 samples = 4 value = [0, 4] class = no default 7987->7991 7989 gini = 0.0 samples = 1 value = [0, 1] class = no default 7988->7989 7990 gini = 0.0 samples = 4 value = [4, 0] class = default 7988->7990 7993 kw_max_min <= 448.5 gini = 0.109 samples = 69 value = [4, 65] class = no default 7992->7993 8002 kw_avg_min <= 606.038 gini = 0.444 samples = 3 value = [2, 1] class = default 7992->8002 7994 gini = 0.0 samples = 1 value = [1, 0] class = default 7993->7994 7995 LDA_04 <= 0.02 gini = 0.084 samples = 68 value = [3, 65] class = no default 7993->7995 7996 gini = 0.0 samples = 1 value = [1, 0] class = default 7995->7996 7997 self_reference_avg_sharess <= 2050.0 gini = 0.058 samples = 67 value = [2, 65] class = no default 7995->7997 7998 global_subjectivity <= 0.405 gini = 0.346 samples = 9 value = [2, 7] class = no default 7997->7998 8001 gini = 0.0 samples = 58 value = [0, 58] class = no default 7997->8001 7999 gini = 0.0 samples = 2 value = [2, 0] class = default 7998->7999 8000 gini = 0.0 samples = 7 value = [0, 7] class = no default 7998->8000 8003 gini = 0.0 samples = 2 value = [2, 0] class = default 8002->8003 8004 gini = 0.0 samples = 1 value = [0, 1] class = no default 8002->8004 8006 gini = 0.0 samples = 2 value = [0, 2] class = no default 8005->8006 8007 gini = 0.0 samples = 5 value = [5, 0] class = default 8005->8007 8010 gini = 0.0 samples = 3 value = [3, 0] class = default 8009->8010 8011 timedelta <= 253.0 gini = 0.384 samples = 104 value = [27, 77] class = no default 8009->8011 8012 num_imgs <= 0.5 gini = 0.157 samples = 35 value = [3, 32] class = no default 8011->8012 8017 avg_positive_polarity <= 0.369 gini = 0.454 samples = 69 value = [24, 45] class = no default 8011->8017 8013 LDA_02 <= 0.025 gini = 0.49 samples = 7 value = [3, 4] class = no default 8012->8013 8016 gini = 0.0 samples = 28 value = [0, 28] class = no default 8012->8016 8014 gini = 0.0 samples = 3 value = [3, 0] class = default 8013->8014 8015 gini = 0.0 samples = 4 value = [0, 4] class = no default 8013->8015 8018 n_unique_tokens <= 0.539 gini = 0.204 samples = 26 value = [3, 23] class = no default 8017->8018 8023 avg_negative_polarity <= -0.381 gini = 0.5 samples = 43 value = [21, 22] class = no default 8017->8023 8019 gini = 0.0 samples = 2 value = [2, 0] class = default 8018->8019 8020 kw_avg_max <= 387942.859 gini = 0.08 samples = 24 value = [1, 23] class = no default 8018->8020 8021 gini = 0.0 samples = 23 value = [0, 23] class = no default 8020->8021 8022 gini = 0.0 samples = 1 value = [1, 0] class = default 8020->8022 8024 num_imgs <= 15.5 gini = 0.337 samples = 14 value = [11, 3] class = default 8023->8024 8029 num_hrefs <= 11.5 gini = 0.452 samples = 29 value = [10, 19] class = no default 8023->8029 8025 global_rate_positive_words <= 0.096 gini = 0.153 samples = 12 value = [11, 1] class = default 8024->8025 8028 gini = 0.0 samples = 2 value = [0, 2] class = no default 8024->8028 8026 gini = 0.0 samples = 11 value = [11, 0] class = default 8025->8026 8027 gini = 0.0 samples = 1 value = [0, 1] class = no default 8025->8027 8030 avg_positive_polarity <= 0.39 gini = 0.208 samples = 17 value = [2, 15] class = no default 8029->8030 8035 n_unique_tokens <= 0.633 gini = 0.444 samples = 12 value = [8, 4] class = default 8029->8035 8031 gini = 0.0 samples = 1 value = [1, 0] class = default 8030->8031 8032 kw_min_max <= 27500.0 gini = 0.117 samples = 16 value = [1, 15] class = no default 8030->8032 8033 gini = 0.0 samples = 15 value = [0, 15] class = no default 8032->8033 8034 gini = 0.0 samples = 1 value = [1, 0] class = default 8032->8034 8036 self_reference_min_shares <= 9500.0 gini = 0.198 samples = 9 value = [8, 1] class = default 8035->8036 8039 gini = 0.0 samples = 3 value = [0, 3] class = no default 8035->8039 8037 gini = 0.0 samples = 8 value = [8, 0] class = default 8036->8037 8038 gini = 0.0 samples = 1 value = [0, 1] class = no default 8036->8038 8041 gini = 0.0 samples = 5 value = [5, 0] class = default 8040->8041 8042 gini = 0.0 samples = 2 value = [0, 2] class = no default 8040->8042 8044 gini = 0.0 samples = 7 value = [7, 0] class = default 8043->8044 8045 global_sentiment_polarity <= 0.076 gini = 0.444 samples = 21 value = [7, 14] class = no default 8043->8045 8046 average_token_length <= 4.961 gini = 0.42 samples = 10 value = [7, 3] class = default 8045->8046 8051 gini = 0.0 samples = 11 value = [0, 11] class = no default 8045->8051 8047 kw_min_max <= 16950.0 gini = 0.219 samples = 8 value = [7, 1] class = default 8046->8047 8050 gini = 0.0 samples = 2 value = [0, 2] class = no default 8046->8050 8048 gini = 0.0 samples = 1 value = [0, 1] class = no default 8047->8048 8049 gini = 0.0 samples = 7 value = [7, 0] class = default 8047->8049 8053 self_reference_min_shares <= 1450.0 gini = 0.49 samples = 2535 value = [1450, 1085] class = default 8052->8053 8934 self_reference_max_shares <= 3950.0 gini = 0.426 samples = 416 value = [128, 288] class = no default 8052->8934 8054 kw_max_avg <= 5099.067 gini = 0.471 samples = 1619 value = [1003, 616] class = default 8053->8054 8609 kw_avg_avg <= 3950.263 gini = 0.5 samples = 916 value = [447, 469] class = no default 8053->8609 8055 kw_avg_min <= 54.5 gini = 0.426 samples = 742 value = [514, 228] class = default 8054->8055 8302 title_subjectivity <= 0.958 gini = 0.493 samples = 877 value = [489, 388] class = default 8054->8302 8056 LDA_01 <= 0.052 gini = 0.236 samples = 110 value = [95, 15] class = default 8055->8056 8081 min_positive_polarity <= 0.042 gini = 0.447 samples = 632 value = [419, 213] class = default 8055->8081 8057 LDA_00 <= 0.04 gini = 0.498 samples = 15 value = [8, 7] class = default 8056->8057 8064 n_tokens_title <= 15.5 gini = 0.154 samples = 95 value = [87, 8] class = default 8056->8064 8058 gini = 0.0 samples = 4 value = [0, 4] class = no default 8057->8058 8059 avg_positive_polarity <= 0.282 gini = 0.397 samples = 11 value = [8, 3] class = default 8057->8059 8060 gini = 0.0 samples = 2 value = [0, 2] class = no default 8059->8060 8061 abs_title_sentiment_polarity <= 0.366 gini = 0.198 samples = 9 value = [8, 1] class = default 8059->8061 8062 gini = 0.0 samples = 8 value = [8, 0] class = default 8061->8062 8063 gini = 0.0 samples = 1 value = [0, 1] class = no default 8061->8063 8065 n_unique_tokens <= 0.706 gini = 0.138 samples = 94 value = [87, 7] class = default 8064->8065 8080 gini = 0.0 samples = 1 value = [0, 1] class = no default 8064->8080 8066 title_subjectivity <= 0.362 gini = 0.121 samples = 93 value = [87, 6] class = default 8065->8066 8079 gini = 0.0 samples = 1 value = [0, 1] class = no default 8065->8079 8067 self_reference_min_shares <= 1350.0 gini = 0.03 samples = 66 value = [65, 1] class = default 8066->8067 8072 title_subjectivity <= 0.398 gini = 0.302 samples = 27 value = [22, 5] class = default 8066->8072 8068 gini = 0.0 samples = 63 value = [63, 0] class = default 8067->8068 8069 timedelta <= 161.5 gini = 0.444 samples = 3 value = [2, 1] class = default 8067->8069 8070 gini = 0.0 samples = 1 value = [0, 1] class = no default 8069->8070 8071 gini = 0.0 samples = 2 value = [2, 0] class = default 8069->8071 8073 gini = 0.0 samples = 2 value = [0, 2] class = no default 8072->8073 8074 n_non_stop_unique_tokens <= 0.606 gini = 0.211 samples = 25 value = [22, 3] class = default 8072->8074 8075 n_non_stop_unique_tokens <= 0.593 gini = 0.49 samples = 7 value = [4, 3] class = default 8074->8075 8078 gini = 0.0 samples = 18 value = [18, 0] class = default 8074->8078 8076 gini = 0.0 samples = 4 value = [4, 0] class = default 8075->8076 8077 gini = 0.0 samples = 3 value = [0, 3] class = no default 8075->8077 8082 kw_avg_max <= 169357.141 gini = 0.498 samples = 111 value = [59, 52] class = default 8081->8082 8125 num_videos <= 0.5 gini = 0.427 samples = 521 value = [360, 161] class = default 8081->8125 8083 rate_negative_words <= 0.237 gini = 0.351 samples = 22 value = [5, 17] class = no default 8082->8083 8090 n_non_stop_unique_tokens <= 0.784 gini = 0.477 samples = 89 value = [54, 35] class = default 8082->8090 8084 gini = 0.0 samples = 11 value = [0, 11] class = no default 8083->8084 8085 average_token_length <= 4.588 gini = 0.496 samples = 11 value = [5, 6] class = no default 8083->8085 8086 gini = 0.0 samples = 3 value = [3, 0] class = default 8085->8086 8087 kw_min_max <= 6050.0 gini = 0.375 samples = 8 value = [2, 6] class = no default 8085->8087 8088 gini = 0.0 samples = 6 value = [0, 6] class = no default 8087->8088 8089 gini = 0.0 samples = 2 value = [2, 0] class = default 8087->8089 8091 timedelta <= 375.0 gini = 0.457 samples = 82 value = [53, 29] class = default 8090->8091 8122 global_sentiment_polarity <= 0.14 gini = 0.245 samples = 7 value = [1, 6] class = no default 8090->8122 8092 n_unique_tokens <= 0.569 gini = 0.493 samples = 61 value = [34, 27] class = default 8091->8092 8117 max_positive_polarity <= 0.25 gini = 0.172 samples = 21 value = [19, 2] class = default 8091->8117 8093 n_tokens_title <= 13.5 gini = 0.5 samples = 53 value = [26, 27] class = no default 8092->8093 8116 gini = 0.0 samples = 8 value = [8, 0] class = default 8092->8116 8094 global_sentiment_polarity <= 0.068 gini = 0.492 samples = 48 value = [21, 27] class = no default 8093->8094 8115 gini = 0.0 samples = 5 value = [5, 0] class = default 8093->8115 8095 LDA_03 <= 0.052 gini = 0.465 samples = 19 value = [12, 7] class = default 8094->8095 8104 kw_min_max <= 105050.0 gini = 0.428 samples = 29 value = [9, 20] class = no default 8094->8104 8096 kw_avg_avg <= 3564.403 gini = 0.18 samples = 10 value = [9, 1] class = default 8095->8096 8099 LDA_02 <= 0.05 gini = 0.444 samples = 9 value = [3, 6] class = no default 8095->8099 8097 gini = 0.0 samples = 9 value = [9, 0] class = default 8096->8097 8098 gini = 0.0 samples = 1 value = [0, 1] class = no default 8096->8098 8100 LDA_03 <= 0.832 gini = 0.245 samples = 7 value = [1, 6] class = no default 8099->8100 8103 gini = 0.0 samples = 2 value = [2, 0] class = default 8099->8103 8101 gini = 0.0 samples = 6 value = [0, 6] class = no default 8100->8101 8102 gini = 0.0 samples = 1 value = [1, 0] class = default 8100->8102 8105 title_sentiment_polarity <= 0.45 gini = 0.355 samples = 26 value = [6, 20] class = no default 8104->8105 8114 gini = 0.0 samples = 3 value = [3, 0] class = default 8104->8114 8106 avg_negative_polarity <= -0.242 gini = 0.278 samples = 24 value = [4, 20] class = no default 8105->8106 8113 gini = 0.0 samples = 2 value = [2, 0] class = default 8105->8113 8107 self_reference_min_shares <= 327.0 gini = 0.1 samples = 19 value = [1, 18] class = no default 8106->8107 8110 self_reference_min_shares <= 872.5 gini = 0.48 samples = 5 value = [3, 2] class = default 8106->8110 8108 gini = 0.0 samples = 1 value = [1, 0] class = default 8107->8108 8109 gini = 0.0 samples = 18 value = [0, 18] class = no default 8107->8109 8111 gini = 0.0 samples = 2 value = [0, 2] class = no default 8110->8111 8112 gini = 0.0 samples = 3 value = [3, 0] class = default 8110->8112 8118 gini = 0.0 samples = 1 value = [0, 1] class = no default 8117->8118 8119 kw_min_avg <= 2579.605 gini = 0.095 samples = 20 value = [19, 1] class = default 8117->8119 8120 gini = 0.0 samples = 19 value = [19, 0] class = default 8119->8120 8121 gini = 0.0 samples = 1 value = [0, 1] class = no default 8119->8121 8123 gini = 0.0 samples = 6 value = [0, 6] class = no default 8122->8123 8124 gini = 0.0 samples = 1 value = [1, 0] class = default 8122->8124 8126 timedelta <= 22.5 gini = 0.34 samples = 216 value = [169, 47] class = default 8125->8126 8193 kw_avg_avg <= 2832.43 gini = 0.468 samples = 305 value = [191, 114] class = default 8125->8193 8127 LDA_01 <= 0.656 gini = 0.444 samples = 6 value = [2, 4] class = no default 8126->8127 8130 max_negative_polarity <= -0.113 gini = 0.326 samples = 210 value = [167, 43] class = default 8126->8130 8128 gini = 0.0 samples = 2 value = [2, 0] class = default 8127->8128 8129 gini = 0.0 samples = 4 value = [0, 4] class = no default 8127->8129 8131 num_self_hrefs <= 3.5 gini = 0.426 samples = 78 value = [54, 24] class = default 8130->8131 8160 LDA_04 <= 0.453 gini = 0.246 samples = 132 value = [113, 19] class = default 8130->8160 8132 avg_negative_polarity <= -0.203 gini = 0.315 samples = 51 value = [41, 10] class = default 8131->8132 8151 avg_negative_polarity <= -0.398 gini = 0.499 samples = 27 value = [13, 14] class = no default 8131->8151 8133 timedelta <= 609.5 gini = 0.21 samples = 42 value = [37, 5] class = default 8132->8133 8146 average_token_length <= 4.694 gini = 0.494 samples = 9 value = [4, 5] class = no default 8132->8146 8134 LDA_01 <= 0.886 gini = 0.176 samples = 41 value = [37, 4] class = default 8133->8134 8145 gini = 0.0 samples = 1 value = [0, 1] class = no default 8133->8145 8135 n_non_stop_unique_tokens <= 0.688 gini = 0.139 samples = 40 value = [37, 3] class = default 8134->8135 8144 gini = 0.0 samples = 1 value = [0, 1] class = no default 8134->8144 8136 n_non_stop_unique_tokens <= 0.68 gini = 0.444 samples = 6 value = [4, 2] class = default 8135->8136 8139 kw_avg_min <= 70.733 gini = 0.057 samples = 34 value = [33, 1] class = default 8135->8139 8137 gini = 0.0 samples = 4 value = [4, 0] class = default 8136->8137 8138 gini = 0.0 samples = 2 value = [0, 2] class = no default 8136->8138 8140 LDA_00 <= 0.037 gini = 0.444 samples = 3 value = [2, 1] class = default 8139->8140 8143 gini = 0.0 samples = 31 value = [31, 0] class = default 8139->8143 8141 gini = 0.0 samples = 1 value = [0, 1] class = no default 8140->8141 8142 gini = 0.0 samples = 2 value = [2, 0] class = default 8140->8142 8147 kw_max_min <= 520.0 gini = 0.278 samples = 6 value = [1, 5] class = no default 8146->8147 8150 gini = 0.0 samples = 3 value = [3, 0] class = default 8146->8150 8148 gini = 0.0 samples = 1 value = [1, 0] class = default 8147->8148 8149 gini = 0.0 samples = 5 value = [0, 5] class = no default 8147->8149 8152 gini = 0.0 samples = 8 value = [0, 8] class = no default 8151->8152 8153 LDA_00 <= 0.04 gini = 0.432 samples = 19 value = [13, 6] class = default 8151->8153 8154 max_negative_polarity <= -0.161 gini = 0.496 samples = 11 value = [5, 6] class = no default 8153->8154 8159 gini = 0.0 samples = 8 value = [8, 0] class = default 8153->8159 8155 gini = 0.0 samples = 3 value = [3, 0] class = default 8154->8155 8156 n_unique_tokens <= 0.541 gini = 0.375 samples = 8 value = [2, 6] class = no default 8154->8156 8157 gini = 0.0 samples = 2 value = [2, 0] class = default 8156->8157 8158 gini = 0.0 samples = 6 value = [0, 6] class = no default 8156->8158 8161 self_reference_min_shares <= 640.0 gini = 0.229 samples = 129 value = [112, 17] class = default 8160->8161 8190 num_self_hrefs <= 6.5 gini = 0.444 samples = 3 value = [1, 2] class = no default 8160->8190 8162 n_tokens_title <= 13.5 gini = 0.388 samples = 38 value = [28, 10] class = default 8161->8162 8177 LDA_01 <= 0.867 gini = 0.142 samples = 91 value = [84, 7] class = default 8161->8177 8163 kw_max_avg <= 3794.413 gini = 0.32 samples = 35 value = [28, 7] class = default 8162->8163 8176 gini = 0.0 samples = 3 value = [0, 3] class = no default 8162->8176 8164 global_rate_positive_words <= 0.044 gini = 0.5 samples = 8 value = [4, 4] class = default 8163->8164 8169 kw_max_min <= 407.0 gini = 0.198 samples = 27 value = [24, 3] class = default 8163->8169 8165 gini = 0.0 samples = 3 value = [0, 3] class = no default 8164->8165 8166 self_reference_min_shares <= 555.5 gini = 0.32 samples = 5 value = [4, 1] class = default 8164->8166 8167 gini = 0.0 samples = 4 value = [4, 0] class = default 8166->8167 8168 gini = 0.0 samples = 1 value = [0, 1] class = no default 8166->8168 8170 n_unique_tokens <= 0.507 gini = 0.444 samples = 3 value = [1, 2] class = no default 8169->8170 8173 kw_min_max <= 357.5 gini = 0.08 samples = 24 value = [23, 1] class = default 8169->8173 8171 gini = 0.0 samples = 2 value = [0, 2] class = no default 8170->8171 8172 gini = 0.0 samples = 1 value = [1, 0] class = default 8170->8172 8174 gini = 0.0 samples = 1 value = [0, 1] class = no default 8173->8174 8175 gini = 0.0 samples = 23 value = [23, 0] class = default 8173->8175 8178 kw_avg_min <= 276.821 gini = 0.073 samples = 79 value = [76, 3] class = default 8177->8178 8185 kw_avg_max <= 256595.828 gini = 0.444 samples = 12 value = [8, 4] class = default 8177->8185 8179 gini = 0.0 samples = 66 value = [66, 0] class = default 8178->8179 8180 rate_positive_words <= 0.606 gini = 0.355 samples = 13 value = [10, 3] class = default 8178->8180 8181 gini = 0.0 samples = 2 value = [0, 2] class = no default 8180->8181 8182 kw_avg_min <= 289.0 gini = 0.165 samples = 11 value = [10, 1] class = default 8180->8182 8183 gini = 0.0 samples = 1 value = [0, 1] class = no default 8182->8183 8184 gini = 0.0 samples = 10 value = [10, 0] class = default 8182->8184 8186 global_sentiment_polarity <= 0.181 gini = 0.198 samples = 9 value = [8, 1] class = default 8185->8186 8189 gini = 0.0 samples = 3 value = [0, 3] class = no default 8185->8189 8187 gini = 0.0 samples = 8 value = [8, 0] class = default 8186->8187 8188 gini = 0.0 samples = 1 value = [0, 1] class = no default 8186->8188 8191 gini = 0.0 samples = 2 value = [0, 2] class = no default 8190->8191 8192 gini = 0.0 samples = 1 value = [1, 0] class = default 8190->8192 8194 gini = 0.0 samples = 5 value = [0, 5] class = no default 8193->8194 8195 kw_min_avg <= 2412.816 gini = 0.463 samples = 300 value = [191, 109] class = default 8193->8195 8196 n_tokens_content <= 664.0 gini = 0.427 samples = 214 value = [148, 66] class = default 8195->8196 8271 timedelta <= 253.5 gini = 0.5 samples = 86 value = [43, 43] class = default 8195->8271 8197 kw_avg_min <= 109.362 gini = 0.485 samples = 121 value = [71, 50] class = default 8196->8197 8244 global_rate_negative_words <= 0.009 gini = 0.285 samples = 93 value = [77, 16] class = default 8196->8244 8198 kw_max_avg <= 4603.458 gini = 0.198 samples = 18 value = [16, 2] class = default 8197->8198 8203 kw_min_max <= 14300.0 gini = 0.498 samples = 103 value = [55, 48] class = default 8197->8203 8199 gini = 0.0 samples = 15 value = [15, 0] class = default 8198->8199 8200 global_rate_positive_words <= 0.034 gini = 0.444 samples = 3 value = [1, 2] class = no default 8198->8200 8201 gini = 0.0 samples = 1 value = [1, 0] class = default 8200->8201 8202 gini = 0.0 samples = 2 value = [0, 2] class = no default 8200->8202 8204 avg_negative_polarity <= -0.106 gini = 0.482 samples = 89 value = [53, 36] class = default 8203->8204 8239 avg_positive_polarity <= 0.445 gini = 0.245 samples = 14 value = [2, 12] class = no default 8203->8239 8205 global_subjectivity <= 0.551 gini = 0.46 samples = 81 value = [52, 29] class = default 8204->8205 8236 n_tokens_content <= 70.5 gini = 0.219 samples = 8 value = [1, 7] class = no default 8204->8236 8206 kw_avg_avg <= 3063.782 gini = 0.415 samples = 68 value = [48, 20] class = default 8205->8206 8231 global_subjectivity <= 0.61 gini = 0.426 samples = 13 value = [4, 9] class = no default 8205->8231 8207 title_sentiment_polarity <= 0.184 gini = 0.497 samples = 37 value = [20, 17] class = default 8206->8207 8222 LDA_04 <= 0.11 gini = 0.175 samples = 31 value = [28, 3] class = default 8206->8222 8208 n_tokens_title <= 12.5 gini = 0.466 samples = 27 value = [10, 17] class = no default 8207->8208 8221 gini = 0.0 samples = 10 value = [10, 0] class = default 8207->8221 8209 num_self_hrefs <= 1.5 gini = 0.363 samples = 21 value = [5, 16] class = no default 8208->8209 8218 kw_min_max <= 3600.0 gini = 0.278 samples = 6 value = [5, 1] class = default 8208->8218 8210 kw_max_max <= 766850.0 gini = 0.375 samples = 4 value = [3, 1] class = default 8209->8210 8213 weekday_is_tuesday <= 0.5 gini = 0.208 samples = 17 value = [2, 15] class = no default 8209->8213 8211 gini = 0.0 samples = 1 value = [0, 1] class = no default 8210->8211 8212 gini = 0.0 samples = 3 value = [3, 0] class = default 8210->8212 8214 gini = 0.0 samples = 14 value = [0, 14] class = no default 8213->8214 8215 n_tokens_title <= 11.5 gini = 0.444 samples = 3 value = [2, 1] class = default 8213->8215 8216 gini = 0.0 samples = 2 value = [2, 0] class = default 8215->8216 8217 gini = 0.0 samples = 1 value = [0, 1] class = no default 8215->8217 8219 gini = 0.0 samples = 5 value = [5, 0] class = default 8218->8219 8220 gini = 0.0 samples = 1 value = [0, 1] class = no default 8218->8220 8223 num_hrefs <= 1.5 gini = 0.124 samples = 30 value = [28, 2] class = default 8222->8223 8230 gini = 0.0 samples = 1 value = [0, 1] class = no default 8222->8230 8224 gini = 0.0 samples = 1 value = [0, 1] class = no default 8223->8224 8225 kw_max_min <= 1600.0 gini = 0.067 samples = 29 value = [28, 1] class = default 8223->8225 8226 gini = 0.0 samples = 27 value = [27, 0] class = default 8225->8226 8227 LDA_03 <= 0.028 gini = 0.5 samples = 2 value = [1, 1] class = default 8225->8227 8228 gini = 0.0 samples = 1 value = [1, 0] class = default 8227->8228 8229 gini = 0.0 samples = 1 value = [0, 1] class = no default 8227->8229 8232 gini = 0.0 samples = 8 value = [0, 8] class = no default 8231->8232 8233 LDA_03 <= 0.033 gini = 0.32 samples = 5 value = [4, 1] class = default 8231->8233 8234 gini = 0.0 samples = 1 value = [0, 1] class = no default 8233->8234 8235 gini = 0.0 samples = 4 value = [4, 0] class = default 8233->8235 8237 gini = 0.0 samples = 1 value = [1, 0] class = default 8236->8237 8238 gini = 0.0 samples = 7 value = [0, 7] class = no default 8236->8238 8240 gini = 0.0 samples = 11 value = [0, 11] class = no default 8239->8240 8241 average_token_length <= 4.767 gini = 0.444 samples = 3 value = [2, 1] class = default 8239->8241 8242 gini = 0.0 samples = 2 value = [2, 0] class = default 8241->8242 8243 gini = 0.0 samples = 1 value = [0, 1] class = no default 8241->8243 8245 gini = 0.0 samples = 2 value = [0, 2] class = no default 8244->8245 8246 kw_avg_avg <= 3031.178 gini = 0.26 samples = 91 value = [77, 14] class = default 8244->8246 8247 num_hrefs <= 1.5 gini = 0.113 samples = 50 value = [47, 3] class = default 8246->8247 8256 kw_avg_avg <= 3217.601 gini = 0.393 samples = 41 value = [30, 11] class = default 8246->8256 8248 gini = 0.0 samples = 1 value = [0, 1] class = no default 8247->8248 8249 num_hrefs <= 56.0 gini = 0.078 samples = 49 value = [47, 2] class = default 8247->8249 8250 timedelta <= 40.0 gini = 0.041 samples = 48 value = [47, 1] class = default 8249->8250 8255 gini = 0.0 samples = 1 value = [0, 1] class = no default 8249->8255 8251 self_reference_min_shares <= 600.0 gini = 0.5 samples = 2 value = [1, 1] class = default 8250->8251 8254 gini = 0.0 samples = 46 value = [46, 0] class = default 8250->8254 8252 gini = 0.0 samples = 1 value = [1, 0] class = default 8251->8252 8253 gini = 0.0 samples = 1 value = [0, 1] class = no default 8251->8253 8257 global_rate_positive_words <= 0.053 gini = 0.498 samples = 17 value = [8, 9] class = no default 8256->8257 8264 kw_min_avg <= 2356.774 gini = 0.153 samples = 24 value = [22, 2] class = default 8256->8264 8258 LDA_01 <= 0.042 gini = 0.397 samples = 11 value = [8, 3] class = default 8257->8258 8263 gini = 0.0 samples = 6 value = [0, 6] class = no default 8257->8263 8259 rate_positive_words <= 0.737 gini = 0.375 samples = 4 value = [1, 3] class = no default 8258->8259 8262 gini = 0.0 samples = 7 value = [7, 0] class = default 8258->8262 8260 gini = 0.0 samples = 3 value = [0, 3] class = no default 8259->8260 8261 gini = 0.0 samples = 1 value = [1, 0] class = default 8259->8261 8265 weekday_is_friday <= 0.5 gini = 0.083 samples = 23 value = [22, 1] class = default 8264->8265 8270 gini = 0.0 samples = 1 value = [0, 1] class = no default 8264->8270 8266 gini = 0.0 samples = 21 value = [21, 0] class = default 8265->8266 8267 kw_avg_max <= 339090.0 gini = 0.5 samples = 2 value = [1, 1] class = default 8265->8267 8268 gini = 0.0 samples = 1 value = [0, 1] class = no default 8267->8268 8269 gini = 0.0 samples = 1 value = [1, 0] class = default 8267->8269 8272 kw_min_avg <= 2474.868 gini = 0.435 samples = 47 value = [32, 15] class = default 8271->8272 8287 kw_max_avg <= 4991.689 gini = 0.405 samples = 39 value = [11, 28] class = no default 8271->8287 8273 gini = 0.0 samples = 4 value = [0, 4] class = no default 8272->8273 8274 LDA_01 <= 0.034 gini = 0.381 samples = 43 value = [32, 11] class = default 8272->8274 8275 LDA_01 <= 0.029 gini = 0.32 samples = 5 value = [1, 4] class = no default 8274->8275 8278 avg_negative_polarity <= -0.492 gini = 0.301 samples = 38 value = [31, 7] class = default 8274->8278 8276 gini = 0.0 samples = 1 value = [1, 0] class = default 8275->8276 8277 gini = 0.0 samples = 4 value = [0, 4] class = no default 8275->8277 8279 gini = 0.0 samples = 2 value = [0, 2] class = no default 8278->8279 8280 avg_negative_polarity <= -0.256 gini = 0.239 samples = 36 value = [31, 5] class = default 8278->8280 8281 gini = 0.0 samples = 21 value = [21, 0] class = default 8280->8281 8282 kw_avg_max <= 319012.5 gini = 0.444 samples = 15 value = [10, 5] class = default 8280->8282 8283 title_subjectivity <= 0.646 gini = 0.165 samples = 11 value = [10, 1] class = default 8282->8283 8286 gini = 0.0 samples = 4 value = [0, 4] class = no default 8282->8286 8284 gini = 0.0 samples = 10 value = [10, 0] class = default 8283->8284 8285 gini = 0.0 samples = 1 value = [0, 1] class = no default 8283->8285 8288 n_tokens_content <= 2116.0 gini = 0.346 samples = 36 value = [8, 28] class = no default 8287->8288 8301 gini = 0.0 samples = 3 value = [3, 0] class = default 8287->8301 8289 avg_positive_polarity <= 0.303 gini = 0.291 samples = 34 value = [6, 28] class = no default 8288->8289 8300 gini = 0.0 samples = 2 value = [2, 0] class = default 8288->8300 8290 global_subjectivity <= 0.489 gini = 0.375 samples = 4 value = [3, 1] class = default 8289->8290 8293 avg_positive_polarity <= 0.466 gini = 0.18 samples = 30 value = [3, 27] class = no default 8289->8293 8291 gini = 0.0 samples = 3 value = [3, 0] class = default 8290->8291 8292 gini = 0.0 samples = 1 value = [0, 1] class = no default 8290->8292 8294 LDA_00 <= 0.3 gini = 0.128 samples = 29 value = [2, 27] class = no default 8293->8294 8299 gini = 0.0 samples = 1 value = [1, 0] class = default 8293->8299 8295 global_subjectivity <= 0.262 gini = 0.069 samples = 28 value = [1, 27] class = no default 8294->8295 8298 gini = 0.0 samples = 1 value = [1, 0] class = default 8294->8298 8296 gini = 0.0 samples = 1 value = [1, 0] class = default 8295->8296 8297 gini = 0.0 samples = 27 value = [0, 27] class = no default 8295->8297 8303 avg_positive_polarity <= 0.367 gini = 0.489 samples = 816 value = [469, 347] class = default 8302->8303 8588 global_subjectivity <= 0.569 gini = 0.441 samples = 61 value = [20, 41] class = no default 8302->8588 8304 global_rate_negative_words <= 0.035 gini = 0.463 samples = 393 value = [250, 143] class = default 8303->8304 8441 n_tokens_content <= 1220.0 gini = 0.499 samples = 423 value = [219, 204] class = default 8303->8441 8305 title_subjectivity <= 0.751 gini = 0.473 samples = 371 value = [229, 142] class = default 8304->8305 8438 avg_negative_polarity <= -0.547 gini = 0.087 samples = 22 value = [21, 1] class = default 8304->8438 8306 timedelta <= 540.5 gini = 0.48 samples = 352 value = [211, 141] class = default 8305->8306 8435 rate_positive_words <= 0.898 gini = 0.1 samples = 19 value = [18, 1] class = default 8305->8435 8307 LDA_04 <= 0.025 gini = 0.468 samples = 314 value = [197, 117] class = default 8306->8307 8418 global_rate_positive_words <= 0.065 gini = 0.465 samples = 38 value = [14, 24] class = no default 8306->8418 8308 kw_avg_min <= 357.786 gini = 0.497 samples = 155 value = [83, 72] class = default 8307->8308 8361 kw_min_avg <= 3125.267 gini = 0.406 samples = 159 value = [114, 45] class = default 8307->8361 8309 kw_avg_min <= 89.695 gini = 0.498 samples = 126 value = [59, 67] class = no default 8308->8309 8352 kw_max_avg <= 8373.998 gini = 0.285 samples = 29 value = [24, 5] class = default 8308->8352 8310 rate_negative_words <= 0.417 gini = 0.219 samples = 16 value = [14, 2] class = default 8309->8310 8313 LDA_01 <= 0.532 gini = 0.483 samples = 110 value = [45, 65] class = no default 8309->8313 8311 gini = 0.0 samples = 14 value = [14, 0] class = default 8310->8311 8312 gini = 0.0 samples = 2 value = [0, 2] class = no default 8310->8312 8314 LDA_01 <= 0.023 gini = 0.498 samples = 89 value = [42, 47] class = no default 8313->8314 8347 avg_positive_polarity <= 0.359 gini = 0.245 samples = 21 value = [3, 18] class = no default 8313->8347 8315 weekday_is_thursday <= 0.5 gini = 0.291 samples = 17 value = [3, 14] class = no default 8314->8315 8320 LDA_01 <= 0.025 gini = 0.497 samples = 72 value = [39, 33] class = default 8314->8320 8316 LDA_04 <= 0.022 gini = 0.124 samples = 15 value = [1, 14] class = no default 8315->8316 8319 gini = 0.0 samples = 2 value = [2, 0] class = default 8315->8319 8317 gini = 0.0 samples = 14 value = [0, 14] class = no default 8316->8317 8318 gini = 0.0 samples = 1 value = [1, 0] class = default 8316->8318 8321 avg_negative_polarity <= -0.292 gini = 0.42 samples = 30 value = [21, 9] class = default 8320->8321 8330 max_negative_polarity <= -0.144 gini = 0.49 samples = 42 value = [18, 24] class = no default 8320->8330 8322 gini = 0.0 samples = 5 value = [0, 5] class = no default 8321->8322 8323 kw_avg_min <= 115.099 gini = 0.269 samples = 25 value = [21, 4] class = default 8321->8323 8324 gini = 0.0 samples = 2 value = [0, 2] class = no default 8323->8324 8325 weekday_is_thursday <= 0.5 gini = 0.159 samples = 23 value = [21, 2] class = default 8323->8325 8326 gini = 0.0 samples = 19 value = [19, 0] class = default 8325->8326 8327 kw_avg_max <= 377776.391 gini = 0.5 samples = 4 value = [2, 2] class = default 8325->8327 8328 gini = 0.0 samples = 2 value = [2, 0] class = default 8327->8328 8329 gini = 0.0 samples = 2 value = [0, 2] class = no default 8327->8329 8331 gini = 0.0 samples = 5 value = [5, 0] class = default 8330->8331 8332 weekday_is_tuesday <= 0.5 gini = 0.456 samples = 37 value = [13, 24] class = no default 8330->8332 8333 kw_avg_max <= 248706.25 gini = 0.491 samples = 30 value = [13, 17] class = no default 8332->8333 8346 gini = 0.0 samples = 7 value = [0, 7] class = no default 8332->8346 8334 gini = 0.0 samples = 6 value = [0, 6] class = no default 8333->8334 8335 LDA_03 <= 0.568 gini = 0.497 samples = 24 value = [13, 11] class = default 8333->8335 8336 rate_negative_words <= 0.516 gini = 0.198 samples = 9 value = [8, 1] class = default 8335->8336 8339 self_reference_min_shares <= 940.5 gini = 0.444 samples = 15 value = [5, 10] class = no default 8335->8339 8337 gini = 0.0 samples = 8 value = [8, 0] class = default 8336->8337 8338 gini = 0.0 samples = 1 value = [0, 1] class = no default 8336->8338 8340 abs_title_subjectivity <= 0.048 gini = 0.355 samples = 13 value = [3, 10] class = no default 8339->8340 8345 gini = 0.0 samples = 2 value = [2, 0] class = default 8339->8345 8341 LDA_03 <= 0.613 gini = 0.48 samples = 5 value = [3, 2] class = default 8340->8341 8344 gini = 0.0 samples = 8 value = [0, 8] class = no default 8340->8344 8342 gini = 0.0 samples = 2 value = [0, 2] class = no default 8341->8342 8343 gini = 0.0 samples = 3 value = [3, 0] class = default 8341->8343 8348 average_token_length <= 5.159 gini = 0.1 samples = 19 value = [1, 18] class = no default 8347->8348 8351 gini = 0.0 samples = 2 value = [2, 0] class = default 8347->8351 8349 gini = 0.0 samples = 18 value = [0, 18] class = no default 8348->8349 8350 gini = 0.0 samples = 1 value = [1, 0] class = default 8348->8350 8353 gini = 0.0 samples = 18 value = [18, 0] class = default 8352->8353 8354 average_token_length <= 4.772 gini = 0.496 samples = 11 value = [6, 5] class = default 8352->8354 8355 title_sentiment_polarity <= 0.275 gini = 0.278 samples = 6 value = [5, 1] class = default 8354->8355 8358 self_reference_max_shares <= 2318.0 gini = 0.32 samples = 5 value = [1, 4] class = no default 8354->8358 8356 gini = 0.0 samples = 5 value = [5, 0] class = default 8355->8356 8357 gini = 0.0 samples = 1 value = [0, 1] class = no default 8355->8357 8359 gini = 0.0 samples = 1 value = [1, 0] class = default 8358->8359 8360 gini = 0.0 samples = 4 value = [0, 4] class = no default 8358->8360 8362 n_non_stop_unique_tokens <= 0.632 gini = 0.368 samples = 144 value = [109, 35] class = default 8361->8362 8411 rate_negative_words <= 0.44 gini = 0.444 samples = 15 value = [5, 10] class = no default 8361->8411 8363 kw_min_avg <= 302.0 gini = 0.473 samples = 52 value = [32, 20] class = default 8362->8363 8384 global_rate_negative_words <= 0.024 gini = 0.273 samples = 92 value = [77, 15] class = default 8362->8384 8364 kw_avg_min <= 90.2 gini = 0.298 samples = 11 value = [2, 9] class = no default 8363->8364 8369 timedelta <= 36.0 gini = 0.393 samples = 41 value = [30, 11] class = default 8363->8369 8365 timedelta <= 92.0 gini = 0.444 samples = 3 value = [2, 1] class = default 8364->8365 8368 gini = 0.0 samples = 8 value = [0, 8] class = no default 8364->8368 8366 gini = 0.0 samples = 2 value = [2, 0] class = default 8365->8366 8367 gini = 0.0 samples = 1 value = [0, 1] class = no default 8365->8367 8370 gini = 0.0 samples = 2 value = [0, 2] class = no default 8369->8370 8371 self_reference_max_shares <= 28000.0 gini = 0.355 samples = 39 value = [30, 9] class = default 8369->8371 8372 title_sentiment_polarity <= -0.213 gini = 0.307 samples = 37 value = [30, 7] class = default 8371->8372 8383 gini = 0.0 samples = 2 value = [0, 2] class = no default 8371->8383 8373 gini = 0.0 samples = 2 value = [0, 2] class = no default 8372->8373 8374 average_token_length <= 4.819 gini = 0.245 samples = 35 value = [30, 5] class = default 8372->8374 8375 kw_min_avg <= 974.833 gini = 0.071 samples = 27 value = [26, 1] class = default 8374->8375 8380 kw_min_max <= 8200.0 gini = 0.5 samples = 8 value = [4, 4] class = default 8374->8380 8376 kw_min_avg <= 726.833 gini = 0.5 samples = 2 value = [1, 1] class = default 8375->8376 8379 gini = 0.0 samples = 25 value = [25, 0] class = default 8375->8379 8377 gini = 0.0 samples = 1 value = [1, 0] class = default 8376->8377 8378 gini = 0.0 samples = 1 value = [0, 1] class = no default 8376->8378 8381 gini = 0.0 samples = 4 value = [4, 0] class = default 8380->8381 8382 gini = 0.0 samples = 4 value = [0, 4] class = no default 8380->8382 8385 kw_avg_min <= 37.632 gini = 0.191 samples = 75 value = [67, 8] class = default 8384->8385 8404 average_token_length <= 4.434 gini = 0.484 samples = 17 value = [10, 7] class = default 8384->8404 8386 min_positive_polarity <= 0.15 gini = 0.444 samples = 3 value = [1, 2] class = no default 8385->8386 8389 n_non_stop_unique_tokens <= 0.853 gini = 0.153 samples = 72 value = [66, 6] class = default 8385->8389 8387 gini = 0.0 samples = 2 value = [0, 2] class = no default 8386->8387 8388 gini = 0.0 samples = 1 value = [1, 0] class = default 8386->8388 8390 global_rate_positive_words <= 0.068 gini = 0.088 samples = 65 value = [62, 3] class = default 8389->8390 8401 min_negative_polarity <= -0.444 gini = 0.49 samples = 7 value = [4, 3] class = default 8389->8401 8391 title_sentiment_polarity <= -0.388 gini = 0.061 samples = 64 value = [62, 2] class = default 8390->8391 8400 gini = 0.0 samples = 1 value = [0, 1] class = no default 8390->8400 8392 num_videos <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 8391->8392 8395 self_reference_avg_sharess <= 9395.417 gini = 0.032 samples = 62 value = [61, 1] class = default 8391->8395 8393 gini = 0.0 samples = 1 value = [1, 0] class = default 8392->8393 8394 gini = 0.0 samples = 1 value = [0, 1] class = no default 8392->8394 8396 gini = 0.0 samples = 59 value = [59, 0] class = default 8395->8396 8397 global_rate_positive_words <= 0.024 gini = 0.444 samples = 3 value = [2, 1] class = default 8395->8397 8398 gini = 0.0 samples = 2 value = [2, 0] class = default 8397->8398 8399 gini = 0.0 samples = 1 value = [0, 1] class = no default 8397->8399 8402 gini = 0.0 samples = 4 value = [4, 0] class = default 8401->8402 8403 gini = 0.0 samples = 3 value = [0, 3] class = no default 8401->8403 8405 gini = 0.0 samples = 5 value = [0, 5] class = no default 8404->8405 8406 LDA_03 <= 0.548 gini = 0.278 samples = 12 value = [10, 2] class = default 8404->8406 8407 gini = 0.0 samples = 9 value = [9, 0] class = default 8406->8407 8408 global_rate_negative_words <= 0.028 gini = 0.444 samples = 3 value = [1, 2] class = no default 8406->8408 8409 gini = 0.0 samples = 1 value = [1, 0] class = default 8408->8409 8410 gini = 0.0 samples = 2 value = [0, 2] class = no default 8408->8410 8412 abs_title_sentiment_polarity <= 0.242 gini = 0.278 samples = 12 value = [2, 10] class = no default 8411->8412 8417 gini = 0.0 samples = 3 value = [3, 0] class = default 8411->8417 8413 gini = 0.0 samples = 9 value = [0, 9] class = no default 8412->8413 8414 abs_title_sentiment_polarity <= 0.483 gini = 0.444 samples = 3 value = [2, 1] class = default 8412->8414 8415 gini = 0.0 samples = 2 value = [2, 0] class = default 8414->8415 8416 gini = 0.0 samples = 1 value = [0, 1] class = no default 8414->8416 8419 kw_min_max <= 13300.0 gini = 0.404 samples = 32 value = [9, 23] class = no default 8418->8419 8432 num_hrefs <= 12.0 gini = 0.278 samples = 6 value = [5, 1] class = default 8418->8432 8420 n_unique_tokens <= 0.69 gini = 0.328 samples = 29 value = [6, 23] class = no default 8419->8420 8431 gini = 0.0 samples = 3 value = [3, 0] class = default 8419->8431 8421 n_non_stop_unique_tokens <= 0.812 gini = 0.211 samples = 25 value = [3, 22] class = no default 8420->8421 8428 kw_avg_min <= 592.367 gini = 0.375 samples = 4 value = [3, 1] class = default 8420->8428 8422 kw_max_avg <= 5165.368 gini = 0.153 samples = 24 value = [2, 22] class = no default 8421->8422 8427 gini = 0.0 samples = 1 value = [1, 0] class = default 8421->8427 8423 gini = 0.0 samples = 1 value = [1, 0] class = default 8422->8423 8424 LDA_04 <= 0.259 gini = 0.083 samples = 23 value = [1, 22] class = no default 8422->8424 8425 gini = 0.0 samples = 22 value = [0, 22] class = no default 8424->8425 8426 gini = 0.0 samples = 1 value = [1, 0] class = default 8424->8426 8429 gini = 0.0 samples = 3 value = [3, 0] class = default 8428->8429 8430 gini = 0.0 samples = 1 value = [0, 1] class = no default 8428->8430 8433 gini = 0.0 samples = 5 value = [5, 0] class = default 8432->8433 8434 gini = 0.0 samples = 1 value = [0, 1] class = no default 8432->8434 8436 gini = 0.0 samples = 18 value = [18, 0] class = default 8435->8436 8437 gini = 0.0 samples = 1 value = [0, 1] class = no default 8435->8437 8439 gini = 0.0 samples = 1 value = [0, 1] class = no default 8438->8439 8440 gini = 0.0 samples = 21 value = [21, 0] class = default 8438->8440 8442 global_subjectivity <= 0.512 gini = 0.496 samples = 369 value = [202, 167] class = default 8441->8442 8569 n_tokens_title <= 14.5 gini = 0.431 samples = 54 value = [17, 37] class = no default 8441->8569 8443 max_negative_polarity <= -0.161 gini = 0.474 samples = 225 value = [138, 87] class = default 8442->8443 8518 num_hrefs <= 11.5 gini = 0.494 samples = 144 value = [64, 80] class = no default 8442->8518 8444 global_sentiment_polarity <= 0.256 gini = 0.484 samples = 39 value = [16, 23] class = no default 8443->8444 8459 abs_title_sentiment_polarity <= 0.408 gini = 0.451 samples = 186 value = [122, 64] class = default 8443->8459 8445 global_subjectivity <= 0.423 gini = 0.412 samples = 31 value = [9, 22] class = no default 8444->8445 8456 num_keywords <= 4.5 gini = 0.219 samples = 8 value = [7, 1] class = default 8444->8456 8446 num_hrefs <= 7.5 gini = 0.498 samples = 15 value = [8, 7] class = default 8445->8446 8453 LDA_03 <= 0.023 gini = 0.117 samples = 16 value = [1, 15] class = no default 8445->8453 8447 avg_positive_polarity <= 0.523 gini = 0.32 samples = 10 value = [8, 2] class = default 8446->8447 8452 gini = 0.0 samples = 5 value = [0, 5] class = no default 8446->8452 8448 gini = 0.0 samples = 7 value = [7, 0] class = default 8447->8448 8449 LDA_04 <= 0.035 gini = 0.444 samples = 3 value = [1, 2] class = no default 8447->8449 8450 gini = 0.0 samples = 2 value = [0, 2] class = no default 8449->8450 8451 gini = 0.0 samples = 1 value = [1, 0] class = default 8449->8451 8454 gini = 0.0 samples = 1 value = [1, 0] class = default 8453->8454 8455 gini = 0.0 samples = 15 value = [0, 15] class = no default 8453->8455 8457 gini = 0.0 samples = 1 value = [0, 1] class = no default 8456->8457 8458 gini = 0.0 samples = 7 value = [7, 0] class = default 8456->8458 8460 n_unique_tokens <= 0.397 gini = 0.469 samples = 168 value = [105, 63] class = default 8459->8460 8515 min_positive_polarity <= 0.288 gini = 0.105 samples = 18 value = [17, 1] class = default 8459->8515 8461 gini = 0.0 samples = 4 value = [0, 4] class = no default 8460->8461 8462 average_token_length <= 4.905 gini = 0.461 samples = 164 value = [105, 59] class = default 8460->8462 8463 kw_avg_max <= 182482.609 gini = 0.479 samples = 146 value = [88, 58] class = default 8462->8463 8512 avg_negative_polarity <= -0.104 gini = 0.105 samples = 18 value = [17, 1] class = default 8462->8512 8464 min_negative_polarity <= -0.55 gini = 0.269 samples = 25 value = [21, 4] class = default 8463->8464 8469 n_tokens_content <= 1067.0 gini = 0.494 samples = 121 value = [67, 54] class = default 8463->8469 8465 gini = 0.0 samples = 16 value = [16, 0] class = default 8464->8465 8466 avg_negative_polarity <= -0.235 gini = 0.494 samples = 9 value = [5, 4] class = default 8464->8466 8467 gini = 0.0 samples = 4 value = [0, 4] class = no default 8466->8467 8468 gini = 0.0 samples = 5 value = [5, 0] class = default 8466->8468 8470 LDA_01 <= 0.025 gini = 0.499 samples = 113 value = [59, 54] class = default 8469->8470 8511 gini = 0.0 samples = 8 value = [8, 0] class = default 8469->8511 8471 avg_negative_polarity <= -0.321 gini = 0.298 samples = 11 value = [2, 9] class = no default 8470->8471 8474 n_unique_tokens <= 0.528 gini = 0.493 samples = 102 value = [57, 45] class = default 8470->8474 8472 gini = 0.0 samples = 2 value = [2, 0] class = default 8471->8472 8473 gini = 0.0 samples = 9 value = [0, 9] class = no default 8471->8473 8475 n_non_stop_unique_tokens <= 0.699 gini = 0.475 samples = 36 value = [14, 22] class = no default 8474->8475 8488 average_token_length <= 4.815 gini = 0.454 samples = 66 value = [43, 23] class = default 8474->8488 8476 n_tokens_content <= 1009.0 gini = 0.497 samples = 26 value = [14, 12] class = default 8475->8476 8487 gini = 0.0 samples = 10 value = [0, 10] class = no default 8475->8487 8477 num_keywords <= 7.5 gini = 0.465 samples = 19 value = [7, 12] class = no default 8476->8477 8486 gini = 0.0 samples = 7 value = [7, 0] class = default 8476->8486 8478 kw_min_avg <= 2100.337 gini = 0.375 samples = 16 value = [4, 12] class = no default 8477->8478 8485 gini = 0.0 samples = 3 value = [3, 0] class = default 8477->8485 8479 gini = 0.0 samples = 10 value = [0, 10] class = no default 8478->8479 8480 global_sentiment_polarity <= 0.118 gini = 0.444 samples = 6 value = [4, 2] class = default 8478->8480 8481 gini = 0.0 samples = 3 value = [3, 0] class = default 8480->8481 8482 average_token_length <= 4.806 gini = 0.444 samples = 3 value = [1, 2] class = no default 8480->8482 8483 gini = 0.0 samples = 2 value = [0, 2] class = no default 8482->8483 8484 gini = 0.0 samples = 1 value = [1, 0] class = default 8482->8484 8489 n_unique_tokens <= 0.694 gini = 0.416 samples = 61 value = [43, 18] class = default 8488->8489 8510 gini = 0.0 samples = 5 value = [0, 5] class = no default 8488->8510 8490 LDA_03 <= 0.62 gini = 0.343 samples = 50 value = [39, 11] class = default 8489->8490 8505 n_unique_tokens <= 0.724 gini = 0.463 samples = 11 value = [4, 7] class = no default 8489->8505 8491 global_subjectivity <= 0.405 gini = 0.437 samples = 31 value = [21, 10] class = default 8490->8491 8502 n_unique_tokens <= 0.535 gini = 0.1 samples = 19 value = [18, 1] class = default 8490->8502 8492 gini = 0.0 samples = 10 value = [10, 0] class = default 8491->8492 8493 global_subjectivity <= 0.45 gini = 0.499 samples = 21 value = [11, 10] class = default 8491->8493 8494 gini = 0.0 samples = 5 value = [0, 5] class = no default 8493->8494 8495 weekday_is_wednesday <= 0.5 gini = 0.43 samples = 16 value = [11, 5] class = default 8493->8495 8496 kw_min_max <= 4650.0 gini = 0.337 samples = 14 value = [11, 3] class = default 8495->8496 8501 gini = 0.0 samples = 2 value = [0, 2] class = no default 8495->8501 8497 gini = 0.0 samples = 9 value = [9, 0] class = default 8496->8497 8498 max_negative_polarity <= -0.061 gini = 0.48 samples = 5 value = [2, 3] class = no default 8496->8498 8499 gini = 0.0 samples = 3 value = [0, 3] class = no default 8498->8499 8500 gini = 0.0 samples = 2 value = [2, 0] class = default 8498->8500 8503 gini = 0.0 samples = 1 value = [0, 1] class = no default 8502->8503 8504 gini = 0.0 samples = 18 value = [18, 0] class = default 8502->8504 8506 gini = 0.0 samples = 6 value = [0, 6] class = no default 8505->8506 8507 avg_negative_polarity <= -0.105 gini = 0.32 samples = 5 value = [4, 1] class = default 8505->8507 8508 gini = 0.0 samples = 4 value = [4, 0] class = default 8507->8508 8509 gini = 0.0 samples = 1 value = [0, 1] class = no default 8507->8509 8513 gini = 0.0 samples = 17 value = [17, 0] class = default 8512->8513 8514 gini = 0.0 samples = 1 value = [0, 1] class = no default 8512->8514 8516 gini = 0.0 samples = 17 value = [17, 0] class = default 8515->8516 8517 gini = 0.0 samples = 1 value = [0, 1] class = no default 8515->8517 8519 n_tokens_content <= 409.0 gini = 0.498 samples = 98 value = [52, 46] class = default 8518->8519 8554 LDA_02 <= 0.02 gini = 0.386 samples = 46 value = [12, 34] class = no default 8518->8554 8520 average_token_length <= 4.522 gini = 0.489 samples = 73 value = [31, 42] class = no default 8519->8520 8549 kw_avg_min <= 325.222 gini = 0.269 samples = 25 value = [21, 4] class = default 8519->8549 8521 global_rate_positive_words <= 0.066 gini = 0.367 samples = 33 value = [8, 25] class = no default 8520->8521 8532 global_sentiment_polarity <= 0.19 gini = 0.489 samples = 40 value = [23, 17] class = default 8520->8532 8522 kw_max_min <= 1550.0 gini = 0.245 samples = 28 value = [4, 24] class = no default 8521->8522 8529 num_videos <= 6.5 gini = 0.32 samples = 5 value = [4, 1] class = default 8521->8529 8523 LDA_02 <= 0.02 gini = 0.142 samples = 26 value = [2, 24] class = no default 8522->8523 8528 gini = 0.0 samples = 2 value = [2, 0] class = default 8522->8528 8524 gini = 0.0 samples = 1 value = [1, 0] class = default 8523->8524 8525 n_tokens_title <= 7.5 gini = 0.077 samples = 25 value = [1, 24] class = no default 8523->8525 8526 gini = 0.0 samples = 1 value = [1, 0] class = default 8525->8526 8527 gini = 0.0 samples = 24 value = [0, 24] class = no default 8525->8527 8530 gini = 0.0 samples = 4 value = [4, 0] class = default 8529->8530 8531 gini = 0.0 samples = 1 value = [0, 1] class = no default 8529->8531 8533 global_subjectivity <= 0.609 gini = 0.32 samples = 20 value = [16, 4] class = default 8532->8533 8542 kw_min_avg <= 3042.363 gini = 0.455 samples = 20 value = [7, 13] class = no default 8532->8542 8534 kw_min_max <= 45950.0 gini = 0.198 samples = 18 value = [16, 2] class = default 8533->8534 8541 gini = 0.0 samples = 2 value = [0, 2] class = no default 8533->8541 8535 LDA_01 <= 0.853 gini = 0.111 samples = 17 value = [16, 1] class = default 8534->8535 8540 gini = 0.0 samples = 1 value = [0, 1] class = no default 8534->8540 8536 gini = 0.0 samples = 15 value = [15, 0] class = default 8535->8536 8537 avg_negative_polarity <= -0.462 gini = 0.5 samples = 2 value = [1, 1] class = default 8535->8537 8538 gini = 0.0 samples = 1 value = [0, 1] class = no default 8537->8538 8539 gini = 0.0 samples = 1 value = [1, 0] class = default 8537->8539 8543 global_rate_negative_words <= 0.006 gini = 0.142 samples = 13 value = [1, 12] class = no default 8542->8543 8546 self_reference_avg_sharess <= 50361.0 gini = 0.245 samples = 7 value = [6, 1] class = default 8542->8546 8544 gini = 0.0 samples = 1 value = [1, 0] class = default 8543->8544 8545 gini = 0.0 samples = 12 value = [0, 12] class = no default 8543->8545 8547 gini = 0.0 samples = 6 value = [6, 0] class = default 8546->8547 8548 gini = 0.0 samples = 1 value = [0, 1] class = no default 8546->8548 8550 weekday_is_friday <= 0.5 gini = 0.087 samples = 22 value = [21, 1] class = default 8549->8550 8553 gini = 0.0 samples = 3 value = [0, 3] class = no default 8549->8553 8551 gini = 0.0 samples = 21 value = [21, 0] class = default 8550->8551 8552 gini = 0.0 samples = 1 value = [0, 1] class = no default 8550->8552 8555 average_token_length <= 4.716 gini = 0.444 samples = 9 value = [6, 3] class = default 8554->8555 8560 num_hrefs <= 24.5 gini = 0.272 samples = 37 value = [6, 31] class = no default 8554->8560 8556 num_self_hrefs <= 4.5 gini = 0.375 samples = 4 value = [1, 3] class = no default 8555->8556 8559 gini = 0.0 samples = 5 value = [5, 0] class = default 8555->8559 8557 gini = 0.0 samples = 3 value = [0, 3] class = no default 8556->8557 8558 gini = 0.0 samples = 1 value = [1, 0] class = default 8556->8558 8561 gini = 0.0 samples = 21 value = [0, 21] class = no default 8560->8561 8562 num_hrefs <= 28.0 gini = 0.469 samples = 16 value = [6, 10] class = no default 8560->8562 8563 gini = 0.0 samples = 3 value = [3, 0] class = default 8562->8563 8564 timedelta <= 170.0 gini = 0.355 samples = 13 value = [3, 10] class = no default 8562->8564 8565 LDA_00 <= 0.022 gini = 0.48 samples = 5 value = [3, 2] class = default 8564->8565 8568 gini = 0.0 samples = 8 value = [0, 8] class = no default 8564->8568 8566 gini = 0.0 samples = 2 value = [0, 2] class = no default 8565->8566 8567 gini = 0.0 samples = 3 value = [3, 0] class = default 8565->8567 8570 kw_max_min <= 643.0 gini = 0.398 samples = 51 value = [14, 37] class = no default 8569->8570 8587 gini = 0.0 samples = 3 value = [3, 0] class = default 8569->8587 8571 global_sentiment_polarity <= 0.042 gini = 0.231 samples = 30 value = [4, 26] class = no default 8570->8571 8578 kw_max_min <= 913.5 gini = 0.499 samples = 21 value = [10, 11] class = no default 8570->8578 8572 kw_avg_avg <= 3123.907 gini = 0.375 samples = 4 value = [3, 1] class = default 8571->8572 8575 avg_negative_polarity <= -0.228 gini = 0.074 samples = 26 value = [1, 25] class = no default 8571->8575 8573 gini = 0.0 samples = 1 value = [0, 1] class = no default 8572->8573 8574 gini = 0.0 samples = 3 value = [3, 0] class = default 8572->8574 8576 gini = 0.0 samples = 25 value = [0, 25] class = no default 8575->8576 8577 gini = 0.0 samples = 1 value = [1, 0] class = default 8575->8577 8579 global_subjectivity <= 0.398 gini = 0.32 samples = 10 value = [8, 2] class = default 8578->8579 8582 weekday_is_tuesday <= 0.5 gini = 0.298 samples = 11 value = [2, 9] class = no default 8578->8582 8580 gini = 0.0 samples = 2 value = [0, 2] class = no default 8579->8580 8581 gini = 0.0 samples = 8 value = [8, 0] class = default 8579->8581 8583 gini = 0.0 samples = 8 value = [0, 8] class = no default 8582->8583 8584 global_sentiment_polarity <= 0.035 gini = 0.444 samples = 3 value = [2, 1] class = default 8582->8584 8585 gini = 0.0 samples = 1 value = [0, 1] class = no default 8584->8585 8586 gini = 0.0 samples = 2 value = [2, 0] class = default 8584->8586 8589 self_reference_avg_sharess <= 1485.583 gini = 0.38 samples = 51 value = [13, 38] class = no default 8588->8589 8604 global_subjectivity <= 0.662 gini = 0.42 samples = 10 value = [7, 3] class = default 8588->8604 8590 kw_avg_max <= 321000.891 gini = 0.494 samples = 27 value = [12, 15] class = no default 8589->8590 8601 kw_max_avg <= 5309.567 gini = 0.08 samples = 24 value = [1, 23] class = no default 8589->8601 8591 global_rate_negative_words <= 0.03 gini = 0.337 samples = 14 value = [3, 11] class = no default 8590->8591 8596 kw_min_avg <= 2845.975 gini = 0.426 samples = 13 value = [9, 4] class = default 8590->8596 8592 LDA_02 <= 0.418 gini = 0.153 samples = 12 value = [1, 11] class = no default 8591->8592 8595 gini = 0.0 samples = 2 value = [2, 0] class = default 8591->8595 8593 gini = 0.0 samples = 11 value = [0, 11] class = no default 8592->8593 8594 gini = 0.0 samples = 1 value = [1, 0] class = default 8592->8594 8597 avg_negative_polarity <= -0.521 gini = 0.18 samples = 10 value = [9, 1] class = default 8596->8597 8600 gini = 0.0 samples = 3 value = [0, 3] class = no default 8596->8600 8598 gini = 0.0 samples = 1 value = [0, 1] class = no default 8597->8598 8599 gini = 0.0 samples = 9 value = [9, 0] class = default 8597->8599 8602 gini = 0.0 samples = 1 value = [1, 0] class = default 8601->8602 8603 gini = 0.0 samples = 23 value = [0, 23] class = no default 8601->8603 8605 gini = 0.0 samples = 6 value = [6, 0] class = default 8604->8605 8606 global_sentiment_polarity <= 0.158 gini = 0.375 samples = 4 value = [1, 3] class = no default 8604->8606 8607 gini = 0.0 samples = 1 value = [1, 0] class = default 8606->8607 8608 gini = 0.0 samples = 3 value = [0, 3] class = no default 8606->8608 8610 kw_avg_max <= 225486.906 gini = 0.498 samples = 623 value = [332, 291] class = default 8609->8610 8829 n_tokens_content <= 852.0 gini = 0.477 samples = 293 value = [115, 178] class = no default 8609->8829 8611 title_sentiment_polarity <= 0.079 gini = 0.492 samples = 223 value = [97, 126] class = no default 8610->8611 8688 num_hrefs <= 9.5 gini = 0.485 samples = 400 value = [235, 165] class = default 8610->8688 8612 min_negative_polarity <= -0.633 gini = 0.5 samples = 152 value = [77, 75] class = default 8611->8612 8667 n_tokens_title <= 12.5 gini = 0.405 samples = 71 value = [20, 51] class = no default 8611->8667 8613 timedelta <= 240.5 gini = 0.444 samples = 54 value = [36, 18] class = default 8612->8613 8628 global_sentiment_polarity <= 0.217 gini = 0.487 samples = 98 value = [41, 57] class = no default 8612->8628 8614 min_positive_polarity <= 0.073 gini = 0.432 samples = 19 value = [6, 13] class = no default 8613->8614 8619 kw_avg_max <= 223597.625 gini = 0.245 samples = 35 value = [30, 5] class = default 8613->8619 8615 gini = 0.0 samples = 10 value = [0, 10] class = no default 8614->8615 8616 kw_avg_max <= 219133.75 gini = 0.444 samples = 9 value = [6, 3] class = default 8614->8616 8617 gini = 0.0 samples = 6 value = [6, 0] class = default 8616->8617 8618 gini = 0.0 samples = 3 value = [0, 3] class = no default 8616->8618 8620 kw_max_min <= 364.5 gini = 0.165 samples = 33 value = [30, 3] class = default 8619->8620 8627 gini = 0.0 samples = 2 value = [0, 2] class = no default 8619->8627 8621 gini = 0.0 samples = 1 value = [0, 1] class = no default 8620->8621 8622 LDA_04 <= 0.037 gini = 0.117 samples = 32 value = [30, 2] class = default 8620->8622 8623 gini = 0.0 samples = 25 value = [25, 0] class = default 8622->8623 8624 average_token_length <= 4.445 gini = 0.408 samples = 7 value = [5, 2] class = default 8622->8624 8625 gini = 0.0 samples = 2 value = [0, 2] class = no default 8624->8625 8626 gini = 0.0 samples = 5 value = [5, 0] class = default 8624->8626 8629 kw_avg_avg <= 3156.896 gini = 0.455 samples = 83 value = [29, 54] class = no default 8628->8629 8664 kw_max_avg <= 5195.147 gini = 0.32 samples = 15 value = [12, 3] class = default 8628->8664 8630 global_subjectivity <= 0.48 gini = 0.498 samples = 34 value = [18, 16] class = default 8629->8630 8643 n_tokens_content <= 276.5 gini = 0.348 samples = 49 value = [11, 38] class = no default 8629->8643 8631 avg_negative_polarity <= -0.276 gini = 0.461 samples = 25 value = [16, 9] class = default 8630->8631 8640 n_non_stop_unique_tokens <= 0.822 gini = 0.346 samples = 9 value = [2, 7] class = no default 8630->8640 8632 gini = 0.0 samples = 9 value = [9, 0] class = default 8631->8632 8633 self_reference_max_shares <= 14700.0 gini = 0.492 samples = 16 value = [7, 9] class = no default 8631->8633 8634 avg_positive_polarity <= 0.344 gini = 0.375 samples = 12 value = [3, 9] class = no default 8633->8634 8639 gini = 0.0 samples = 4 value = [4, 0] class = default 8633->8639 8635 gini = 0.0 samples = 7 value = [0, 7] class = no default 8634->8635 8636 self_reference_max_shares <= 4750.0 gini = 0.48 samples = 5 value = [3, 2] class = default 8634->8636 8637 gini = 0.0 samples = 3 value = [3, 0] class = default 8636->8637 8638 gini = 0.0 samples = 2 value = [0, 2] class = no default 8636->8638 8641 gini = 0.0 samples = 7 value = [0, 7] class = no default 8640->8641 8642 gini = 0.0 samples = 2 value = [2, 0] class = default 8640->8642 8644 global_sentiment_polarity <= 0.084 gini = 0.488 samples = 19 value = [8, 11] class = no default 8643->8644 8653 LDA_02 <= 0.417 gini = 0.18 samples = 30 value = [3, 27] class = no default 8643->8653 8645 n_non_stop_unique_tokens <= 0.633 gini = 0.219 samples = 8 value = [1, 7] class = no default 8644->8645 8648 num_self_hrefs <= 3.0 gini = 0.463 samples = 11 value = [7, 4] class = default 8644->8648 8646 gini = 0.0 samples = 1 value = [1, 0] class = default 8645->8646 8647 gini = 0.0 samples = 7 value = [0, 7] class = no default 8645->8647 8649 gini = 0.0 samples = 5 value = [5, 0] class = default 8648->8649 8650 num_keywords <= 8.5 gini = 0.444 samples = 6 value = [2, 4] class = no default 8648->8650 8651 gini = 0.0 samples = 4 value = [0, 4] class = no default 8650->8651 8652 gini = 0.0 samples = 2 value = [2, 0] class = default 8650->8652 8654 abs_title_sentiment_polarity <= 0.3 gini = 0.128 samples = 29 value = [2, 27] class = no default 8653->8654 8663 gini = 0.0 samples = 1 value = [1, 0] class = default 8653->8663 8655 self_reference_avg_sharess <= 34650.0 gini = 0.071 samples = 27 value = [1, 26] class = no default 8654->8655 8660 max_positive_polarity <= 0.85 gini = 0.5 samples = 2 value = [1, 1] class = default 8654->8660 8656 gini = 0.0 samples = 25 value = [0, 25] class = no default 8655->8656 8657 LDA_04 <= 0.205 gini = 0.5 samples = 2 value = [1, 1] class = default 8655->8657 8658 gini = 0.0 samples = 1 value = [1, 0] class = default 8657->8658 8659 gini = 0.0 samples = 1 value = [0, 1] class = no default 8657->8659 8661 gini = 0.0 samples = 1 value = [0, 1] class = no default 8660->8661 8662 gini = 0.0 samples = 1 value = [1, 0] class = default 8660->8662 8665 gini = 0.0 samples = 3 value = [0, 3] class = no default 8664->8665 8666 gini = 0.0 samples = 12 value = [12, 0] class = default 8664->8666 8668 min_positive_polarity <= 0.312 gini = 0.291 samples = 51 value = [9, 42] class = no default 8667->8668 8681 global_rate_negative_words <= 0.017 gini = 0.495 samples = 20 value = [11, 9] class = default 8667->8681 8669 abs_title_subjectivity <= 0.101 gini = 0.223 samples = 47 value = [6, 41] class = no default 8668->8669 8678 rate_positive_words <= 0.764 gini = 0.375 samples = 4 value = [3, 1] class = default 8668->8678 8670 kw_avg_avg <= 3460.445 gini = 0.48 samples = 15 value = [6, 9] class = no default 8669->8670 8677 gini = 0.0 samples = 32 value = [0, 32] class = no default 8669->8677 8671 LDA_01 <= 0.177 gini = 0.298 samples = 11 value = [2, 9] class = no default 8670->8671 8676 gini = 0.0 samples = 4 value = [4, 0] class = default 8670->8676 8672 global_subjectivity <= 0.391 gini = 0.444 samples = 3 value = [2, 1] class = default 8671->8672 8675 gini = 0.0 samples = 8 value = [0, 8] class = no default 8671->8675 8673 gini = 0.0 samples = 1 value = [0, 1] class = no default 8672->8673 8674 gini = 0.0 samples = 2 value = [2, 0] class = default 8672->8674 8679 gini = 0.0 samples = 3 value = [3, 0] class = default 8678->8679 8680 gini = 0.0 samples = 1 value = [0, 1] class = no default 8678->8680 8682 min_negative_polarity <= -0.45 gini = 0.426 samples = 13 value = [4, 9] class = no default 8681->8682 8687 gini = 0.0 samples = 7 value = [7, 0] class = default 8681->8687 8683 gini = 0.0 samples = 7 value = [0, 7] class = no default 8682->8683 8684 self_reference_min_shares <= 7400.0 gini = 0.444 samples = 6 value = [4, 2] class = default 8682->8684 8685 gini = 0.0 samples = 4 value = [4, 0] class = default 8684->8685 8686 gini = 0.0 samples = 2 value = [0, 2] class = no default 8684->8686 8689 self_reference_max_shares <= 21550.0 gini = 0.462 samples = 290 value = [185, 105] class = default 8688->8689 8788 global_rate_positive_words <= 0.05 gini = 0.496 samples = 110 value = [50, 60] class = no default 8688->8788 8690 max_positive_polarity <= 0.525 gini = 0.441 samples = 256 value = [172, 84] class = default 8689->8690 8775 kw_avg_avg <= 3509.159 gini = 0.472 samples = 34 value = [13, 21] class = no default 8689->8775 8691 LDA_03 <= 0.037 gini = 0.5 samples = 54 value = [27, 27] class = default 8690->8691 8710 abs_title_sentiment_polarity <= 0.662 gini = 0.405 samples = 202 value = [145, 57] class = default 8690->8710 8692 gini = 0.0 samples = 8 value = [0, 8] class = no default 8691->8692 8693 num_imgs <= 1.5 gini = 0.485 samples = 46 value = [27, 19] class = default 8691->8693 8694 kw_avg_min <= 138.483 gini = 0.424 samples = 36 value = [25, 11] class = default 8693->8694 8705 self_reference_max_shares <= 7450.0 gini = 0.32 samples = 10 value = [2, 8] class = no default 8693->8705 8695 self_reference_min_shares <= 15550.0 gini = 0.1 samples = 19 value = [18, 1] class = default 8694->8695 8698 LDA_03 <= 0.215 gini = 0.484 samples = 17 value = [7, 10] class = no default 8694->8698 8696 gini = 0.0 samples = 18 value = [18, 0] class = default 8695->8696 8697 gini = 0.0 samples = 1 value = [0, 1] class = no default 8695->8697 8699 gini = 0.0 samples = 4 value = [4, 0] class = default 8698->8699 8700 global_subjectivity <= 0.352 gini = 0.355 samples = 13 value = [3, 10] class = no default 8698->8700 8701 gini = 0.0 samples = 2 value = [2, 0] class = default 8700->8701 8702 global_rate_negative_words <= 0.054 gini = 0.165 samples = 11 value = [1, 10] class = no default 8700->8702 8703 gini = 0.0 samples = 10 value = [0, 10] class = no default 8702->8703 8704 gini = 0.0 samples = 1 value = [1, 0] class = default 8702->8704 8706 gini = 0.0 samples = 7 value = [0, 7] class = no default 8705->8706 8707 abs_title_sentiment_polarity <= 0.102 gini = 0.444 samples = 3 value = [2, 1] class = default 8705->8707 8708 gini = 0.0 samples = 2 value = [2, 0] class = default 8707->8708 8709 gini = 0.0 samples = 1 value = [0, 1] class = no default 8707->8709 8711 avg_positive_polarity <= 0.567 gini = 0.383 samples = 190 value = [141, 49] class = default 8710->8711 8768 global_subjectivity <= 0.597 gini = 0.444 samples = 12 value = [4, 8] class = no default 8710->8768 8712 global_rate_positive_words <= 0.067 gini = 0.371 samples = 187 value = [141, 46] class = default 8711->8712 8767 gini = 0.0 samples = 3 value = [0, 3] class = no default 8711->8767 8713 num_imgs <= 22.5 gini = 0.344 samples = 172 value = [134, 38] class = default 8712->8713 8762 timedelta <= 322.5 gini = 0.498 samples = 15 value = [7, 8] class = no default 8712->8762 8714 n_non_stop_unique_tokens <= 0.683 gini = 0.321 samples = 164 value = [131, 33] class = default 8713->8714 8759 title_sentiment_polarity <= 0.125 gini = 0.469 samples = 8 value = [3, 5] class = no default 8713->8759 8715 self_reference_avg_sharess <= 1550.0 gini = 0.053 samples = 37 value = [36, 1] class = default 8714->8715 8718 timedelta <= 25.5 gini = 0.377 samples = 127 value = [95, 32] class = default 8714->8718 8716 gini = 0.0 samples = 1 value = [0, 1] class = no default 8715->8716 8717 gini = 0.0 samples = 36 value = [36, 0] class = default 8715->8717 8719 gini = 0.0 samples = 3 value = [0, 3] class = no default 8718->8719 8720 num_videos <= 26.5 gini = 0.358 samples = 124 value = [95, 29] class = default 8718->8720 8721 n_non_stop_unique_tokens <= 0.687 gini = 0.345 samples = 122 value = [95, 27] class = default 8720->8721 8758 gini = 0.0 samples = 2 value = [0, 2] class = no default 8720->8758 8722 gini = 0.0 samples = 2 value = [0, 2] class = no default 8721->8722 8723 kw_max_avg <= 3470.05 gini = 0.33 samples = 120 value = [95, 25] class = default 8721->8723 8724 gini = 0.0 samples = 2 value = [0, 2] class = no default 8723->8724 8725 LDA_03 <= 0.021 gini = 0.314 samples = 118 value = [95, 23] class = default 8723->8725 8726 gini = 0.0 samples = 2 value = [0, 2] class = no default 8725->8726 8727 kw_avg_avg <= 3023.389 gini = 0.297 samples = 116 value = [95, 21] class = default 8725->8727 8728 average_token_length <= 4.145 gini = 0.069 samples = 28 value = [27, 1] class = default 8727->8728 8731 kw_max_avg <= 4122.079 gini = 0.351 samples = 88 value = [68, 20] class = default 8727->8731 8729 gini = 0.0 samples = 1 value = [0, 1] class = no default 8728->8729 8730 gini = 0.0 samples = 27 value = [27, 0] class = default 8728->8730 8732 gini = 0.0 samples = 14 value = [14, 0] class = default 8731->8732 8733 kw_max_avg <= 4748.886 gini = 0.394 samples = 74 value = [54, 20] class = default 8731->8733 8734 kw_avg_avg <= 3455.299 gini = 0.475 samples = 18 value = [7, 11] class = no default 8733->8734 8741 kw_min_avg <= 2939.728 gini = 0.27 samples = 56 value = [47, 9] class = default 8733->8741 8735 self_reference_avg_sharess <= 9850.0 gini = 0.18 samples = 10 value = [1, 9] class = no default 8734->8735 8738 min_negative_polarity <= -0.633 gini = 0.375 samples = 8 value = [6, 2] class = default 8734->8738 8736 gini = 0.0 samples = 9 value = [0, 9] class = no default 8735->8736 8737 gini = 0.0 samples = 1 value = [1, 0] class = default 8735->8737 8739 gini = 0.0 samples = 2 value = [0, 2] class = no default 8738->8739 8740 gini = 0.0 samples = 6 value = [6, 0] class = default 8738->8740 8742 average_token_length <= 4.956 gini = 0.208 samples = 51 value = [45, 6] class = default 8741->8742 8755 global_sentiment_polarity <= 0.068 gini = 0.48 samples = 5 value = [2, 3] class = no default 8741->8755 8743 LDA_00 <= 0.3 gini = 0.18 samples = 50 value = [45, 5] class = default 8742->8743 8754 gini = 0.0 samples = 1 value = [0, 1] class = no default 8742->8754 8744 min_negative_polarity <= -0.388 gini = 0.15 samples = 49 value = [45, 4] class = default 8743->8744 8753 gini = 0.0 samples = 1 value = [0, 1] class = no default 8743->8753 8745 rate_negative_words <= 0.124 gini = 0.053 samples = 37 value = [36, 1] class = default 8744->8745 8748 global_sentiment_polarity <= 0.149 gini = 0.375 samples = 12 value = [9, 3] class = default 8744->8748 8746 gini = 0.0 samples = 1 value = [0, 1] class = no default 8745->8746 8747 gini = 0.0 samples = 36 value = [36, 0] class = default 8745->8747 8749 gini = 0.0 samples = 2 value = [0, 2] class = no default 8748->8749 8750 min_negative_polarity <= -0.354 gini = 0.18 samples = 10 value = [9, 1] class = default 8748->8750 8751 gini = 0.0 samples = 1 value = [0, 1] class = no default 8750->8751 8752 gini = 0.0 samples = 9 value = [9, 0] class = default 8750->8752 8756 gini = 0.0 samples = 3 value = [0, 3] class = no default 8755->8756 8757 gini = 0.0 samples = 2 value = [2, 0] class = default 8755->8757 8760 gini = 0.0 samples = 5 value = [0, 5] class = no default 8759->8760 8761 gini = 0.0 samples = 3 value = [3, 0] class = default 8759->8761 8763 avg_positive_polarity <= 0.305 gini = 0.32 samples = 10 value = [2, 8] class = no default 8762->8763 8766 gini = 0.0 samples = 5 value = [5, 0] class = default 8762->8766 8764 gini = 0.0 samples = 2 value = [2, 0] class = default 8763->8764 8765 gini = 0.0 samples = 8 value = [0, 8] class = no default 8763->8765 8769 avg_positive_polarity <= 0.382 gini = 0.32 samples = 10 value = [2, 8] class = no default 8768->8769 8774 gini = 0.0 samples = 2 value = [2, 0] class = default 8768->8774 8770 gini = 0.0 samples = 1 value = [1, 0] class = default 8769->8770 8771 abs_title_subjectivity <= 0.158 gini = 0.198 samples = 9 value = [1, 8] class = no default 8769->8771 8772 gini = 0.0 samples = 1 value = [1, 0] class = default 8771->8772 8773 gini = 0.0 samples = 8 value = [0, 8] class = no default 8771->8773 8776 global_sentiment_polarity <= 0.067 gini = 0.497 samples = 24 value = [13, 11] class = default 8775->8776 8787 gini = 0.0 samples = 10 value = [0, 10] class = no default 8775->8787 8777 gini = 0.0 samples = 7 value = [7, 0] class = default 8776->8777 8778 kw_avg_max <= 391980.0 gini = 0.457 samples = 17 value = [6, 11] class = no default 8776->8778 8779 kw_avg_max <= 263065.0 gini = 0.337 samples = 14 value = [3, 11] class = no default 8778->8779 8786 gini = 0.0 samples = 3 value = [3, 0] class = default 8778->8786 8780 kw_max_min <= 261.5 gini = 0.5 samples = 6 value = [3, 3] class = default 8779->8780 8785 gini = 0.0 samples = 8 value = [0, 8] class = no default 8779->8785 8781 gini = 0.0 samples = 2 value = [2, 0] class = default 8780->8781 8782 n_unique_tokens <= 0.658 gini = 0.375 samples = 4 value = [1, 3] class = no default 8780->8782 8783 gini = 0.0 samples = 3 value = [0, 3] class = no default 8782->8783 8784 gini = 0.0 samples = 1 value = [1, 0] class = default 8782->8784 8789 LDA_01 <= 0.3 gini = 0.498 samples = 88 value = [47, 41] class = default 8788->8789 8824 kw_avg_min <= 35.792 gini = 0.236 samples = 22 value = [3, 19] class = no default 8788->8824 8790 average_token_length <= 5.004 gini = 0.464 samples = 41 value = [15, 26] class = no default 8789->8790 8807 n_tokens_title <= 9.5 gini = 0.435 samples = 47 value = [32, 15] class = default 8789->8807 8791 LDA_04 <= 0.217 gini = 0.367 samples = 33 value = [8, 25] class = no default 8790->8791 8804 timedelta <= 514.0 gini = 0.219 samples = 8 value = [7, 1] class = default 8790->8804 8792 avg_positive_polarity <= 0.266 gini = 0.278 samples = 30 value = [5, 25] class = no default 8791->8792 8803 gini = 0.0 samples = 3 value = [3, 0] class = default 8791->8803 8793 gini = 0.0 samples = 2 value = [2, 0] class = default 8792->8793 8794 self_reference_avg_sharess <= 15500.0 gini = 0.191 samples = 28 value = [3, 25] class = no default 8792->8794 8795 num_self_hrefs <= 5.5 gini = 0.077 samples = 25 value = [1, 24] class = no default 8794->8795 8800 num_videos <= 11.0 gini = 0.444 samples = 3 value = [2, 1] class = default 8794->8800 8796 gini = 0.0 samples = 23 value = [0, 23] class = no default 8795->8796 8797 weekday_is_monday <= 0.5 gini = 0.5 samples = 2 value = [1, 1] class = default 8795->8797 8798 gini = 0.0 samples = 1 value = [0, 1] class = no default 8797->8798 8799 gini = 0.0 samples = 1 value = [1, 0] class = default 8797->8799 8801 gini = 0.0 samples = 2 value = [2, 0] class = default 8800->8801 8802 gini = 0.0 samples = 1 value = [0, 1] class = no default 8800->8802 8805 gini = 0.0 samples = 7 value = [7, 0] class = default 8804->8805 8806 gini = 0.0 samples = 1 value = [0, 1] class = no default 8804->8806 8808 num_videos <= 6.5 gini = 0.375 samples = 8 value = [2, 6] class = no default 8807->8808 8811 global_sentiment_polarity <= 0.017 gini = 0.355 samples = 39 value = [30, 9] class = default 8807->8811 8809 gini = 0.0 samples = 6 value = [0, 6] class = no default 8808->8809 8810 gini = 0.0 samples = 2 value = [2, 0] class = default 8808->8810 8812 gini = 0.0 samples = 3 value = [0, 3] class = no default 8811->8812 8813 self_reference_avg_sharess <= 4616.667 gini = 0.278 samples = 36 value = [30, 6] class = default 8811->8813 8814 self_reference_min_shares <= 2400.0 gini = 0.459 samples = 14 value = [9, 5] class = default 8813->8814 8821 kw_min_avg <= 3193.923 gini = 0.087 samples = 22 value = [21, 1] class = default 8813->8821 8815 gini = 0.0 samples = 6 value = [6, 0] class = default 8814->8815 8816 timedelta <= 75.5 gini = 0.469 samples = 8 value = [3, 5] class = no default 8814->8816 8817 title_sentiment_polarity <= 0.217 gini = 0.375 samples = 4 value = [3, 1] class = default 8816->8817 8820 gini = 0.0 samples = 4 value = [0, 4] class = no default 8816->8820 8818 gini = 0.0 samples = 3 value = [3, 0] class = default 8817->8818 8819 gini = 0.0 samples = 1 value = [0, 1] class = no default 8817->8819 8822 gini = 0.0 samples = 21 value = [21, 0] class = default 8821->8822 8823 gini = 0.0 samples = 1 value = [0, 1] class = no default 8821->8823 8825 LDA_00 <= 0.042 gini = 0.375 samples = 4 value = [3, 1] class = default 8824->8825 8828 gini = 0.0 samples = 18 value = [0, 18] class = no default 8824->8828 8826 gini = 0.0 samples = 1 value = [0, 1] class = no default 8825->8826 8827 gini = 0.0 samples = 3 value = [3, 0] class = default 8825->8827 8830 num_videos <= 1.5 gini = 0.49 samples = 253 value = [109, 144] class = no default 8829->8830 8923 global_rate_positive_words <= 0.028 gini = 0.255 samples = 40 value = [6, 34] class = no default 8829->8923 8831 LDA_00 <= 0.05 gini = 0.465 samples = 171 value = [63, 108] class = no default 8830->8831 8892 global_rate_negative_words <= 0.009 gini = 0.493 samples = 82 value = [46, 36] class = default 8830->8892 8832 avg_negative_polarity <= -0.144 gini = 0.441 samples = 146 value = [48, 98] class = no default 8831->8832 8883 LDA_00 <= 0.345 gini = 0.48 samples = 25 value = [15, 10] class = default 8831->8883 8833 avg_positive_polarity <= 0.271 gini = 0.47 samples = 127 value = [48, 79] class = no default 8832->8833 8882 gini = 0.0 samples = 19 value = [0, 19] class = no default 8832->8882 8834 num_imgs <= 0.5 gini = 0.426 samples = 13 value = [9, 4] class = default 8833->8834 8839 LDA_03 <= 0.652 gini = 0.45 samples = 114 value = [39, 75] class = no default 8833->8839 8835 gini = 0.0 samples = 3 value = [0, 3] class = no default 8834->8835 8836 kw_avg_min <= 420.029 gini = 0.18 samples = 10 value = [9, 1] class = default 8834->8836 8837 gini = 0.0 samples = 9 value = [9, 0] class = default 8836->8837 8838 gini = 0.0 samples = 1 value = [0, 1] class = no default 8836->8838 8840 avg_positive_polarity <= 0.336 gini = 0.485 samples = 87 value = [36, 51] class = no default 8839->8840 8875 average_token_length <= 4.128 gini = 0.198 samples = 27 value = [3, 24] class = no default 8839->8875 8841 num_hrefs <= 19.0 gini = 0.117 samples = 16 value = [1, 15] class = no default 8840->8841 8846 title_subjectivity <= 0.476 gini = 0.5 samples = 71 value = [35, 36] class = no default 8840->8846 8842 gini = 0.0 samples = 14 value = [0, 14] class = no default 8841->8842 8843 global_rate_positive_words <= 0.032 gini = 0.5 samples = 2 value = [1, 1] class = default 8841->8843 8844 gini = 0.0 samples = 1 value = [0, 1] class = no default 8843->8844 8845 gini = 0.0 samples = 1 value = [1, 0] class = default 8843->8845 8847 kw_avg_max <= 206250.0 gini = 0.462 samples = 47 value = [17, 30] class = no default 8846->8847 8868 LDA_01 <= 0.257 gini = 0.375 samples = 24 value = [18, 6] class = default 8846->8868 8848 average_token_length <= 4.264 gini = 0.245 samples = 7 value = [6, 1] class = default 8847->8848 8851 n_unique_tokens <= 0.47 gini = 0.399 samples = 40 value = [11, 29] class = no default 8847->8851 8849 gini = 0.0 samples = 1 value = [0, 1] class = no default 8848->8849 8850 gini = 0.0 samples = 6 value = [6, 0] class = default 8848->8850 8852 kw_avg_avg <= 3963.775 gini = 0.32 samples = 5 value = [4, 1] class = default 8851->8852 8855 avg_negative_polarity <= -0.27 gini = 0.32 samples = 35 value = [7, 28] class = no default 8851->8855 8853 gini = 0.0 samples = 1 value = [0, 1] class = no default 8852->8853 8854 gini = 0.0 samples = 4 value = [4, 0] class = default 8852->8854 8856 kw_avg_max <= 409554.469 gini = 0.083 samples = 23 value = [1, 22] class = no default 8855->8856 8861 num_self_hrefs <= 2.5 gini = 0.5 samples = 12 value = [6, 6] class = default 8855->8861 8857 gini = 0.0 samples = 21 value = [0, 21] class = no default 8856->8857 8858 LDA_03 <= 0.432 gini = 0.5 samples = 2 value = [1, 1] class = default 8856->8858 8859 gini = 0.0 samples = 1 value = [0, 1] class = no default 8858->8859 8860 gini = 0.0 samples = 1 value = [1, 0] class = default 8858->8860 8862 kw_max_min <= 640.5 gini = 0.375 samples = 8 value = [2, 6] class = no default 8861->8862 8867 gini = 0.0 samples = 4 value = [4, 0] class = default 8861->8867 8863 rate_positive_words <= 0.63 gini = 0.444 samples = 3 value = [2, 1] class = default 8862->8863 8866 gini = 0.0 samples = 5 value = [0, 5] class = no default 8862->8866 8864 gini = 0.0 samples = 1 value = [0, 1] class = no default 8863->8864 8865 gini = 0.0 samples = 2 value = [2, 0] class = default 8863->8865 8869 gini = 0.0 samples = 3 value = [0, 3] class = no default 8868->8869 8870 kw_min_avg <= 3006.323 gini = 0.245 samples = 21 value = [18, 3] class = default 8868->8870 8871 gini = 0.0 samples = 15 value = [15, 0] class = default 8870->8871 8872 kw_min_avg <= 3121.651 gini = 0.5 samples = 6 value = [3, 3] class = default 8870->8872 8873 gini = 0.0 samples = 3 value = [0, 3] class = no default 8872->8873 8874 gini = 0.0 samples = 3 value = [3, 0] class = default 8872->8874 8876 gini = 0.0 samples = 1 value = [1, 0] class = default 8875->8876 8877 global_rate_positive_words <= 0.051 gini = 0.142 samples = 26 value = [2, 24] class = no default 8875->8877 8878 gini = 0.0 samples = 21 value = [0, 21] class = no default 8877->8878 8879 kw_avg_avg <= 4881.937 gini = 0.48 samples = 5 value = [2, 3] class = no default 8877->8879 8880 gini = 0.0 samples = 3 value = [0, 3] class = no default 8879->8880 8881 gini = 0.0 samples = 2 value = [2, 0] class = default 8879->8881 8884 timedelta <= 346.0 gini = 0.408 samples = 21 value = [15, 6] class = default 8883->8884 8891 gini = 0.0 samples = 4 value = [0, 4] class = no default 8883->8891 8885 gini = 0.0 samples = 9 value = [9, 0] class = default 8884->8885 8886 kw_max_avg <= 8976.844 gini = 0.5 samples = 12 value = [6, 6] class = default 8884->8886 8887 gini = 0.0 samples = 4 value = [0, 4] class = no default 8886->8887 8888 global_rate_negative_words <= 0.023 gini = 0.375 samples = 8 value = [6, 2] class = default 8886->8888 8889 gini = 0.0 samples = 6 value = [6, 0] class = default 8888->8889 8890 gini = 0.0 samples = 2 value = [0, 2] class = no default 8888->8890 8893 global_sentiment_polarity <= 0.312 gini = 0.337 samples = 14 value = [3, 11] class = no default 8892->8893 8898 kw_min_max <= 5100.0 gini = 0.465 samples = 68 value = [43, 25] class = default 8892->8898 8894 LDA_00 <= 0.02 gini = 0.153 samples = 12 value = [1, 11] class = no default 8893->8894 8897 gini = 0.0 samples = 2 value = [2, 0] class = default 8893->8897 8895 gini = 0.0 samples = 1 value = [1, 0] class = default 8894->8895 8896 gini = 0.0 samples = 11 value = [0, 11] class = no default 8894->8896 8899 avg_negative_polarity <= -0.42 gini = 0.496 samples = 33 value = [15, 18] class = no default 8898->8899 8910 n_non_stop_unique_tokens <= 0.846 gini = 0.32 samples = 35 value = [28, 7] class = default 8898->8910 8900 gini = 0.0 samples = 6 value = [6, 0] class = default 8899->8900 8901 kw_min_avg <= 1298.0 gini = 0.444 samples = 27 value = [9, 18] class = no default 8899->8901 8902 self_reference_max_shares <= 6050.0 gini = 0.49 samples = 14 value = [8, 6] class = default 8901->8902 8907 n_tokens_content <= 197.5 gini = 0.142 samples = 13 value = [1, 12] class = no default 8901->8907 8903 gini = 0.0 samples = 6 value = [6, 0] class = default 8902->8903 8904 LDA_01 <= 0.025 gini = 0.375 samples = 8 value = [2, 6] class = no default 8902->8904 8905 gini = 0.0 samples = 2 value = [2, 0] class = default 8904->8905 8906 gini = 0.0 samples = 6 value = [0, 6] class = no default 8904->8906 8908 gini = 0.0 samples = 1 value = [1, 0] class = default 8907->8908 8909 gini = 0.0 samples = 12 value = [0, 12] class = no default 8907->8909 8911 num_keywords <= 5.0 gini = 0.191 samples = 28 value = [25, 3] class = default 8910->8911 8920 average_token_length <= 4.368 gini = 0.49 samples = 7 value = [3, 4] class = no default 8910->8920 8912 gini = 0.0 samples = 1 value = [0, 1] class = no default 8911->8912 8913 LDA_03 <= 0.919 gini = 0.137 samples = 27 value = [25, 2] class = default 8911->8913 8914 LDA_00 <= 0.128 gini = 0.074 samples = 26 value = [25, 1] class = default 8913->8914 8919 gini = 0.0 samples = 1 value = [0, 1] class = no default 8913->8919 8915 gini = 0.0 samples = 24 value = [24, 0] class = default 8914->8915 8916 timedelta <= 204.0 gini = 0.5 samples = 2 value = [1, 1] class = default 8914->8916 8917 gini = 0.0 samples = 1 value = [1, 0] class = default 8916->8917 8918 gini = 0.0 samples = 1 value = [0, 1] class = no default 8916->8918 8921 gini = 0.0 samples = 3 value = [3, 0] class = default 8920->8921 8922 gini = 0.0 samples = 4 value = [0, 4] class = no default 8920->8922 8924 avg_positive_polarity <= 0.414 gini = 0.375 samples = 4 value = [3, 1] class = default 8923->8924 8927 global_subjectivity <= 0.421 gini = 0.153 samples = 36 value = [3, 33] class = no default 8923->8927 8925 gini = 0.0 samples = 3 value = [3, 0] class = default 8924->8925 8926 gini = 0.0 samples = 1 value = [0, 1] class = no default 8924->8926 8928 num_videos <= 0.5 gini = 0.444 samples = 3 value = [2, 1] class = default 8927->8928 8931 global_subjectivity <= 0.564 gini = 0.059 samples = 33 value = [1, 32] class = no default 8927->8931 8929 gini = 0.0 samples = 2 value = [2, 0] class = default 8928->8929 8930 gini = 0.0 samples = 1 value = [0, 1] class = no default 8928->8930 8932 gini = 0.0 samples = 32 value = [0, 32] class = no default 8931->8932 8933 gini = 0.0 samples = 1 value = [1, 0] class = default 8931->8933 8935 kw_avg_avg <= 4562.682 gini = 0.476 samples = 225 value = [88, 137] class = no default 8934->8935 9024 global_subjectivity <= 0.302 gini = 0.331 samples = 191 value = [40, 151] class = no default 8934->9024 8936 kw_min_max <= 207950.0 gini = 0.487 samples = 207 value = [87, 120] class = no default 8935->8936 9021 LDA_02 <= 0.364 gini = 0.105 samples = 18 value = [1, 17] class = no default 8935->9021 8937 kw_avg_min <= 91.7 gini = 0.481 samples = 199 value = [80, 119] class = no default 8936->8937 9018 num_videos <= 19.0 gini = 0.219 samples = 8 value = [7, 1] class = default 8936->9018 8938 abs_title_sentiment_polarity <= 0.362 gini = 0.339 samples = 37 value = [8, 29] class = no default 8937->8938 8951 rate_positive_words <= 0.828 gini = 0.494 samples = 162 value = [72, 90] class = no default 8937->8951 8939 timedelta <= 418.0 gini = 0.219 samples = 32 value = [4, 28] class = no default 8938->8939 8948 LDA_01 <= 0.759 gini = 0.32 samples = 5 value = [4, 1] class = default 8938->8948 8940 kw_max_avg <= 3448.439 gini = 0.128 samples = 29 value = [2, 27] class = no default 8939->8940 8945 n_tokens_title <= 9.5 gini = 0.444 samples = 3 value = [2, 1] class = default 8939->8945 8941 gini = 0.0 samples = 1 value = [1, 0] class = default 8940->8941 8942 global_rate_positive_words <= 0.058 gini = 0.069 samples = 28 value = [1, 27] class = no default 8940->8942 8943 gini = 0.0 samples = 27 value = [0, 27] class = no default 8942->8943 8944 gini = 0.0 samples = 1 value = [1, 0] class = default 8942->8944 8946 gini = 0.0 samples = 2 value = [2, 0] class = default 8945->8946 8947 gini = 0.0 samples = 1 value = [0, 1] class = no default 8945->8947 8949 gini = 0.0 samples = 4 value = [4, 0] class = default 8948->8949 8950 gini = 0.0 samples = 1 value = [0, 1] class = no default 8948->8950 8952 LDA_00 <= 0.02 gini = 0.5 samples = 134 value = [66, 68] class = no default 8951->8952 9009 LDA_00 <= 0.206 gini = 0.337 samples = 28 value = [6, 22] class = no default 8951->9009 8953 num_videos <= 1.5 gini = 0.26 samples = 13 value = [11, 2] class = default 8952->8953 8958 LDA_02 <= 0.022 gini = 0.496 samples = 121 value = [55, 66] class = no default 8952->8958 8954 n_tokens_content <= 621.5 gini = 0.153 samples = 12 value = [11, 1] class = default 8953->8954 8957 gini = 0.0 samples = 1 value = [0, 1] class = no default 8953->8957 8955 gini = 0.0 samples = 11 value = [11, 0] class = default 8954->8955 8956 gini = 0.0 samples = 1 value = [0, 1] class = no default 8954->8956 8959 gini = 0.0 samples = 10 value = [0, 10] class = no default 8958->8959 8960 self_reference_min_shares <= 538.0 gini = 0.5 samples = 111 value = [55, 56] class = no default 8958->8960 8961 kw_avg_min <= 529.667 gini = 0.375 samples = 20 value = [5, 15] class = no default 8960->8961 8970 num_self_hrefs <= 3.5 gini = 0.495 samples = 91 value = [50, 41] class = default 8960->8970 8962 LDA_04 <= 0.037 gini = 0.278 samples = 18 value = [3, 15] class = no default 8961->8962 8969 gini = 0.0 samples = 2 value = [2, 0] class = default 8961->8969 8963 kw_avg_avg <= 4295.41 gini = 0.124 samples = 15 value = [1, 14] class = no default 8962->8963 8966 self_reference_max_shares <= 239.5 gini = 0.444 samples = 3 value = [2, 1] class = default 8962->8966 8964 gini = 0.0 samples = 14 value = [0, 14] class = no default 8963->8964 8965 gini = 0.0 samples = 1 value = [1, 0] class = default 8963->8965 8967 gini = 0.0 samples = 2 value = [2, 0] class = default 8966->8967 8968 gini = 0.0 samples = 1 value = [0, 1] class = no default 8966->8968 8971 global_rate_positive_words <= 0.039 gini = 0.466 samples = 65 value = [41, 24] class = default 8970->8971 8998 average_token_length <= 4.312 gini = 0.453 samples = 26 value = [9, 17] class = no default 8970->8998 8972 self_reference_min_shares <= 1650.0 gini = 0.278 samples = 24 value = [20, 4] class = default 8971->8972 8979 global_rate_positive_words <= 0.043 gini = 0.5 samples = 41 value = [21, 20] class = default 8971->8979 8973 LDA_01 <= 0.023 gini = 0.1 samples = 19 value = [18, 1] class = default 8972->8973 8976 self_reference_min_shares <= 2300.0 gini = 0.48 samples = 5 value = [2, 3] class = no default 8972->8976 8974 gini = 0.0 samples = 1 value = [0, 1] class = no default 8973->8974 8975 gini = 0.0 samples = 18 value = [18, 0] class = default 8973->8975 8977 gini = 0.0 samples = 3 value = [0, 3] class = no default 8976->8977 8978 gini = 0.0 samples = 2 value = [2, 0] class = default 8976->8978 8980 n_unique_tokens <= 0.487 gini = 0.375 samples = 12 value = [3, 9] class = no default 8979->8980 8985 LDA_00 <= 0.031 gini = 0.471 samples = 29 value = [18, 11] class = default 8979->8985 8981 n_non_stop_unique_tokens <= 0.606 gini = 0.48 samples = 5 value = [3, 2] class = default 8980->8981 8984 gini = 0.0 samples = 7 value = [0, 7] class = no default 8980->8984 8982 gini = 0.0 samples = 2 value = [0, 2] class = no default 8981->8982 8983 gini = 0.0 samples = 3 value = [3, 0] class = default 8981->8983 8986 timedelta <= 467.0 gini = 0.42 samples = 10 value = [3, 7] class = no default 8985->8986 8991 min_positive_polarity <= 0.081 gini = 0.332 samples = 19 value = [15, 4] class = default 8985->8991 8987 gini = 0.0 samples = 6 value = [0, 6] class = no default 8986->8987 8988 num_hrefs <= 2.5 gini = 0.375 samples = 4 value = [3, 1] class = default 8986->8988 8989 gini = 0.0 samples = 1 value = [0, 1] class = no default 8988->8989 8990 gini = 0.0 samples = 3 value = [3, 0] class = default 8988->8990 8992 gini = 0.0 samples = 10 value = [10, 0] class = default 8991->8992 8993 kw_max_avg <= 5112.766 gini = 0.494 samples = 9 value = [5, 4] class = default 8991->8993 8994 avg_positive_polarity <= 0.467 gini = 0.32 samples = 5 value = [1, 4] class = no default 8993->8994 8997 gini = 0.0 samples = 4 value = [4, 0] class = default 8993->8997 8995 gini = 0.0 samples = 4 value = [0, 4] class = no default 8994->8995 8996 gini = 0.0 samples = 1 value = [1, 0] class = default 8994->8996 8999 gini = 0.0 samples = 3 value = [3, 0] class = default 8998->8999 9000 min_negative_polarity <= -0.35 gini = 0.386 samples = 23 value = [6, 17] class = no default 8998->9000 9001 LDA_02 <= 0.022 gini = 0.255 samples = 20 value = [3, 17] class = no default 9000->9001 9008 gini = 0.0 samples = 3 value = [3, 0] class = default 9000->9008 9002 gini = 0.0 samples = 2 value = [2, 0] class = default 9001->9002 9003 LDA_02 <= 0.498 gini = 0.105 samples = 18 value = [1, 17] class = no default 9001->9003 9004 gini = 0.0 samples = 16 value = [0, 16] class = no default 9003->9004 9005 global_rate_negative_words <= 0.018 gini = 0.5 samples = 2 value = [1, 1] class = default 9003->9005 9006 gini = 0.0 samples = 1 value = [1, 0] class = default 9005->9006 9007 gini = 0.0 samples = 1 value = [0, 1] class = no default 9005->9007 9010 n_tokens_title <= 10.5 gini = 0.26 samples = 26 value = [4, 22] class = no default 9009->9010 9017 gini = 0.0 samples = 2 value = [2, 0] class = default 9009->9017 9011 kw_avg_max <= 216146.109 gini = 0.463 samples = 11 value = [4, 7] class = no default 9010->9011 9016 gini = 0.0 samples = 15 value = [0, 15] class = no default 9010->9016 9012 gini = 0.0 samples = 5 value = [0, 5] class = no default 9011->9012 9013 title_sentiment_polarity <= 0.75 gini = 0.444 samples = 6 value = [4, 2] class = default 9011->9013 9014 gini = 0.0 samples = 4 value = [4, 0] class = default 9013->9014 9015 gini = 0.0 samples = 2 value = [0, 2] class = no default 9013->9015 9019 gini = 0.0 samples = 7 value = [7, 0] class = default 9018->9019 9020 gini = 0.0 samples = 1 value = [0, 1] class = no default 9018->9020 9022 gini = 0.0 samples = 17 value = [0, 17] class = no default 9021->9022 9023 gini = 0.0 samples = 1 value = [1, 0] class = default 9021->9023 9025 kw_max_min <= 703.5 gini = 0.408 samples = 7 value = [5, 2] class = default 9024->9025 9028 LDA_02 <= 0.04 gini = 0.308 samples = 184 value = [35, 149] class = no default 9024->9028 9026 gini = 0.0 samples = 2 value = [0, 2] class = no default 9025->9026 9027 gini = 0.0 samples = 5 value = [5, 0] class = default 9025->9027 9029 LDA_04 <= 0.609 gini = 0.23 samples = 128 value = [17, 111] class = no default 9028->9029 9056 n_unique_tokens <= 0.653 gini = 0.436 samples = 56 value = [18, 38] class = no default 9028->9056 9030 LDA_03 <= 0.613 gini = 0.21 samples = 126 value = [15, 111] class = no default 9029->9030 9055 gini = 0.0 samples = 2 value = [2, 0] class = default 9029->9055 9031 self_reference_min_shares <= 38600.0 gini = 0.095 samples = 80 value = [4, 76] class = no default 9030->9031 9042 abs_title_sentiment_polarity <= 0.075 gini = 0.364 samples = 46 value = [11, 35] class = no default 9030->9042 9032 self_reference_max_shares <= 4550.0 gini = 0.073 samples = 79 value = [3, 76] class = no default 9031->9032 9041 gini = 0.0 samples = 1 value = [1, 0] class = default 9031->9041 9033 title_subjectivity <= 0.568 gini = 0.408 samples = 7 value = [2, 5] class = no default 9032->9033 9036 kw_max_min <= 2050.0 gini = 0.027 samples = 72 value = [1, 71] class = no default 9032->9036 9034 gini = 0.0 samples = 5 value = [0, 5] class = no default 9033->9034 9035 gini = 0.0 samples = 2 value = [2, 0] class = default 9033->9035 9037 gini = 0.0 samples = 63 value = [0, 63] class = no default 9036->9037 9038 kw_min_max <= 5450.0 gini = 0.198 samples = 9 value = [1, 8] class = no default 9036->9038 9039 gini = 0.0 samples = 8 value = [0, 8] class = no default 9038->9039 9040 gini = 0.0 samples = 1 value = [1, 0] class = default 9038->9040 9043 self_reference_min_shares <= 2200.0 gini = 0.499 samples = 19 value = [9, 10] class = no default 9042->9043 9050 title_sentiment_polarity <= -0.65 gini = 0.137 samples = 27 value = [2, 25] class = no default 9042->9050 9044 num_imgs <= 14.0 gini = 0.32 samples = 10 value = [8, 2] class = default 9043->9044 9047 title_subjectivity <= 0.375 gini = 0.198 samples = 9 value = [1, 8] class = no default 9043->9047 9045 gini = 0.0 samples = 8 value = [8, 0] class = default 9044->9045 9046 gini = 0.0 samples = 2 value = [0, 2] class = no default 9044->9046 9048 gini = 0.0 samples = 8 value = [0, 8] class = no default 9047->9048 9049 gini = 0.0 samples = 1 value = [1, 0] class = default 9047->9049 9051 gini = 0.0 samples = 1 value = [1, 0] class = default 9050->9051 9052 kw_avg_max <= 76165.0 gini = 0.074 samples = 26 value = [1, 25] class = no default 9050->9052 9053 gini = 0.0 samples = 1 value = [1, 0] class = default 9052->9053 9054 gini = 0.0 samples = 25 value = [0, 25] class = no default 9052->9054 9057 kw_min_max <= 10550.0 gini = 0.38 samples = 51 value = [13, 38] class = no default 9056->9057 9078 gini = 0.0 samples = 5 value = [5, 0] class = default 9056->9078 9058 max_negative_polarity <= -0.183 gini = 0.191 samples = 28 value = [3, 25] class = no default 9057->9058 9065 num_imgs <= 1.5 gini = 0.491 samples = 23 value = [10, 13] class = no default 9057->9065 9059 abs_title_sentiment_polarity <= 0.227 gini = 0.444 samples = 3 value = [2, 1] class = default 9058->9059 9062 timedelta <= 641.5 gini = 0.077 samples = 25 value = [1, 24] class = no default 9058->9062 9060 gini = 0.0 samples = 2 value = [2, 0] class = default 9059->9060 9061 gini = 0.0 samples = 1 value = [0, 1] class = no default 9059->9061 9063 gini = 0.0 samples = 24 value = [0, 24] class = no default 9062->9063 9064 gini = 0.0 samples = 1 value = [1, 0] class = default 9062->9064 9066 avg_positive_polarity <= 0.262 gini = 0.26 samples = 13 value = [2, 11] class = no default 9065->9066 9073 n_unique_tokens <= 0.415 gini = 0.32 samples = 10 value = [8, 2] class = default 9065->9073 9067 gini = 0.0 samples = 1 value = [1, 0] class = default 9066->9067 9068 num_hrefs <= 4.5 gini = 0.153 samples = 12 value = [1, 11] class = no default 9066->9068 9069 min_negative_polarity <= -0.4 gini = 0.5 samples = 2 value = [1, 1] class = default 9068->9069 9072 gini = 0.0 samples = 10 value = [0, 10] class = no default 9068->9072 9070 gini = 0.0 samples = 1 value = [1, 0] class = default 9069->9070 9071 gini = 0.0 samples = 1 value = [0, 1] class = no default 9069->9071 9074 n_non_stop_unique_tokens <= 0.524 gini = 0.444 samples = 3 value = [1, 2] class = no default 9073->9074 9077 gini = 0.0 samples = 7 value = [7, 0] class = default 9073->9077 9075 gini = 0.0 samples = 1 value = [1, 0] class = default 9074->9075 9076 gini = 0.0 samples = 2 value = [0, 2] class = no default 9074->9076
In [11]:
y_predict = model.predict(X_test)
print(confusion_matrix(y_test, y_predict))

[[3063 2405]
 [2551 3875]]
In [12]:
print(accuracy_score(y_test, y_predict)*100)

58.3319320665882
In [14]:
# Random forest

clf = RandomForestClassifier()
clf.fit(X_train, y_train)
y_predict = clf.predict(X_test)
print(confusion_matrix(y_test, y_predict))
warnings.filterwarnings('ignore')

[[3591 1877]
 [2574 3852]]
In [15]:
print(accuracy_score(y_test, y_predict)*100)

62.57777030435514

Random forest yields higher accuracy compared to Decision trees 58.33 vs 62.577. Although False Negatives are similar for both the confusion matrices, Random forest model has significantly better False Positives there by increasing accuracy of the classification. Random forest is one of the best models in terms of classication. It achieves higher classification accuracy by eliminating overfitting by averaging multiple decision trees.